
Rehan Amin
@rehanamin
Senior AI Platform Engineer at EY, shipping production LLM and RAG systems with repeatable CI/CD on AWS and Azure.
What I'm looking for
At EY (Vanguard), I run production LLM and RAG serving on AWS Bedrock and Azure OpenAI, with autoscaling and caching for enterprise traffic. I also built containerized CI/CD that makes GenAI releases repeatable and recoverable.
At ECS (USPS), I owned Kubernetes/EKS inference endpoints for federal LLM and RAG services with 99.8%+ uptime. I automated validation through serving and monitoring, cutting model release cycles from days to hours, and built OpenSearch vector retrieval with RBAC and encryption for FedRAMP mission-critical search.
Experience
Work history, roles, and key accomplishments
Ran production LLM + RAG serving on AWS Bedrock and Azure OpenAI with autoscaling and caching for concurrent enterprise traffic. Built containerized CI/CD and observability for latency, token cost, drift, and quality.
Senior AI Platform Engineer
ECS (USPS)
Nov 2023 - Aug 2025 (1 year 9 months)
Owned Kubernetes/EKS inference endpoints for federal LLM/RAG services with 99.8%+ uptime. Automated validation-to-serving and monitoring, cutting model release cycles from days to hours.
Ran AWS EKS for containerized AI/ML services, focusing on reliability, scaling, and performance tuning. Designed secure CI/CD for training and inference, reducing deploy time from days to under 24 hours.
AI/ML Engineer – Cloud & MLOps
LTS Health
Dec 2019 - Jul 2021 (1 year 7 months)
Deployed Python/FastAPI ML microservices in a HIPAA-regulated environment with containerized cloud deployment and monitoring. Built data ingestion and feature-preprocessing pipelines for real-time inference.
Built Python and SQL tooling for data and ML workflows across staging and production. Supported versioned promotion of model artifacts and operational scripting for release automation.
Education
Degrees, certifications, and relevant coursework
First Capital University
Master of Science, Computer Science
Master of Science in Computer Science from First Capital University.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Social media
Job categories
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