Generative AI Engineer — LLMs, RAG & MLOps on AWS

SFE; Malvern (Chester County); Hybrid; USD 120,000 - 150,000; Full time

Job summary

SFE is seeking an experienced AI/ML engineer to design, develop, and deploy Generative AI and ML solutions on AWS Bedrock and SageMaker. The role focuses on building robust RAG pipelines, AI agents, and scalable ML operations within a hybrid work model in the United States.

You will collaborate with business, data engineering, and cloud teams to deliver production-ready AI solutions with strong governance, cost awareness, and performance optimization.

Qualifications

• Experience designing and deploying Generative AI and ML solutions on AWS.
• Proficiency with Python, PySpark, SQL, and NLP.
• Hands-on with LLMs, RAG, and AI agents.
• Familiarity with LangChain, LangGraph, and LlamaIndex.
• Experience with Terraform, Docker, Kubernetes, and CI/CD pipelines.

Responsibilities

• Design, develop, and deploy AI/ML and Generative AI solutions on AWS Bedrock, SageMaker, Lambda, and S3.
• Build and optimize RAG pipelines, LLM-based apps, AI agents, and model inference workflows.
• Develop scalable data pipelines and MLOps frameworks for training, deployment, monitoring.
• Collaborate with business, data engineering, and cloud teams to deliver secure, production-ready AI solutions with governance and cost optimization.

Skills

Generative AI

LLMs

NLP

Machine Learning

Deep Learning

Prompt Engineering

RAG

AI Agents

LangChain

LlamaIndex

Tools

AWS Bedrock

AWS SageMaker

Python

PySpark

SQL

S3

Lambda

IAM

RDS

CloudWatch

MLOps

MLflow

CI/CD Pipelines

Docker

Kubernetes

Terraform

REST APIs

FastAPI

Job description

SFE is seeking an experienced AI/ML engineer to design, develop, and deploy Generative AI and ML solutions on AWS Bedrock and SageMaker. The role focuses on building robust RAG pipelines, AI agents, and scalable ML operations within a hybrid work model in the United States.

You will collaborate with business, data engineering, and cloud teams to deliver production-ready AI solutions with strong governance, cost awareness, and performance optimization.