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# Sohangjot Kaur Randhawa

**Headline:** AI Engineer | Agentic AI | Gen AI | RAG | LLM Systems | MLOps | CI/CD
**Profession:** Artificial Intelligence Engineer
**Location:** San Jose, California, United States

## About

Sohangjot Kaur Randhawa is an Artificial Intelligence Engineer at Kaiser Permanente, focused on building and deploying production-ready systems across generative AI, agentic AI, retrieval-augmented generation \(RAG\), large language models, and MLOps. Sohangjot’s strengths include end-to-end ownership, from development through production deployment, and the design of reliable AI workflows with LangGraph and LangChain. She builds retrieval systems using Milvus and hybrid search, and applies AWS and Kubernetes to support scalable deployments. Sohangjot emphasizes orchestration, evaluation, observability, and performance when translating complex AI concepts into user-focused products. Her experience includes debugging production RAG systems, including retrieval and chunking optimization, with a calm and methodical focus on identifying root causes. She built and shipped an end-to-end RAG assistant for a customer-care AI platform to production. Before joining Kaiser Permanente, Sohangjot worked as a Software/MLOps Engineer at Thomson Reuters and as a Software Engineer at UnitedHealthcare. She holds a Master of Technology in Electrical and Electronics Engineering from Baba Banda Singh Bahadur Engineering College, completed in 2017.

## Services

- LangChain
- Large Language Models \(LLM\)
- Java
- Agile Methodologies
- JavaScript
- REST APIs
- Software Infrastructure
- Git
- GitHub
- Prometheus.io
- AWS SageMaker
- Amazon Web Services \(AWS\)
- Machine Learning
- Grafana
- LangGraph
- Artificial Intelligence \(AI\)
- LangChaib
- Retrieval-Augmented Generation \(RAG\)

## Highlights

- Built and shipped an end-to-end RAG assistant for a customer-care AI platform to production.
- Debugged production RAG systems and optimized retrieval and chunking strategies.
- Designs AI workflows with LangGraph and LangChain.
- Builds intelligent retrieval systems using Milvus and hybrid search.
- Integrates AWS cloud services and Kubernetes for scalable AI deployments.
- Owns projects end to end, from development through production deployment.
- Focuses on AI-system orchestration, evaluation, observability, and performance.
- Current Artificial Intelligence Engineer at Kaiser Permanente.
- Previously worked as a Software/MLOps Engineer at Thomson Reuters.
- Previously worked as a Software Engineer at UnitedHealthcare.
- Earned a Master of Technology in Electrical and Electronics Engineering from Baba Banda Singh Bahadur Engineering College in 2017.

## Experience

- **Artificial Intelligence Engineer at Kaiser Permanente** (2025-04-01–present)
- **Software/MLOps Engineer at Thomson Reuters** (2023-03-01–2025-03-01)
- **Software Engineer at UnitedHealthcare** (2021-07-01–2023-02-01)
- **Software Engineer at UnitedHealthcare** (2019-07-01–2021-07-01)

## Education

- Master of Technology, Electrical and Electronics Engineering — Baba Banda Singh Bahadur Engineering College

## FAQ

### What does Sohangjot do?

Sohangjot is an Artificial Intelligence Engineer at Kaiser Permanente. Her work focuses on generative AI, agentic AI, RAG, large language model systems, and MLOps.

### What are Sohangjot's core areas of expertise?

Sohangjot develops and deploys intelligent, production-ready AI solutions. She designs AI workflows, builds retrieval systems, and focuses on orchestration, evaluation, observability, performance, and scalable deployment.

### What AI frameworks and technologies does Sohangjot use?

Sohangjot has experience designing AI workflows with LangGraph and LangChain. She also lists LangChain, LangGraph, large language models, artificial intelligence, machine learning, and retrieval-augmented generation among her skills.

### What is Sohangjot's experience with RAG and retrieval systems?

Sohangjot builds intelligent retrieval systems using Milvus and hybrid search. She has also debugged production RAG systems and optimized retrieval and chunking strategies.

### What notable RAG project has Sohangjot delivered?

Sohangjot built and shipped an end-to-end RAG assistant for a customer-care AI platform to production.

### How does Sohangjot approach production problems?

When addressing high-pressure or production issues, Sohangjot approaches problems calmly and methodically, with attention to understanding root causes.

### What cloud, deployment, and observability experience does Sohangjot have?

Sohangjot has experience integrating AWS cloud services and Kubernetes for scalable AI deployments. Her listed cloud and infrastructure skills include Amazon Web Services, AWS SageMaker, software infrastructure, Prometheus.io, Grafana, Git, and GitHub.

### How does Sohangjot work with teams and own projects?

Sohangjot is strong in end-to-end project ownership, taking work from development through production. She values collaboration with teammates on technical decisions.

### What did Sohangjot do at Thomson Reuters?

Before Kaiser Permanente, Sohangjot worked as a Software/MLOps Engineer at Thomson Reuters.

### What did Sohangjot do at UnitedHealthcare?

Sohangjot previously worked as a Software Engineer at UnitedHealthcare.

### What is Sohangjot's education?

Sohangjot earned a Master of Technology in Electrical and Electronics Engineering from Baba Banda Singh Bahadur Engineering College in 2017.

### What software engineering and platform skills does Sohangjot list?

Sohangjot lists Java, JavaScript, REST APIs, Agile Methodologies, Git, GitHub, software infrastructure, Prometheus.io, Grafana, AWS SageMaker, Amazon Web Services, machine learning, LangChaib, and artificial intelligence among her skills.

### What motivates Sohangjot professionally?

Sohangjot is motivated by ownership, interesting work, the technology stack, and team collaboration. She prioritizes deepening her technical skills and building user-focused products before seeking more ownership.

## Links

- LinkedIn: https://www.linkedin.com/in/sohangjot-kaur-randhawa-515283410

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