AI/LLM Engineer with 5+ years of experience architecting and deploying production-grade Generative AI, Large Language Model (LLM), and Machine Learning solutions for enterprise-scale applications. Experienced in building Retrieval-Augmented Generation (RAG) systems, fine-tuning and serving foundation models, designing AI agent workflows, and developing scalable inference platforms that process millions of requests with high availability and low latency.

Saiteja Ramini

AI/LLM Engineer with 5+ years of experience architecting and deploying production-grade Generative AI, Large Language Model (LLM), and Machine Learning solutions for enterprise-scale applications. Experienced in building Retrieval-Augmented Generation (RAG) systems, fine-tuning and serving foundation models, designing AI agent workflows, and developing scalable inference platforms that process millions of requests with high availability and low latency.

Available to hire

AI/LLM Engineer with 5+ years of experience architecting and deploying production-grade Generative AI, Large Language Model (LLM), and Machine Learning solutions for enterprise-scale applications. Experienced in building Retrieval-Augmented Generation (RAG) systems, fine-tuning and serving foundation models, designing AI agent workflows, and developing scalable inference platforms that process millions of requests with high availability and low latency.

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Work Experience

AI/LLM Engineer at Netflix
May 1, 2023 - Present
Architected enterprise-scale RAG platforms using LangChain, LangGraph, GPT-4o, Claude, and FAISS for semantic content discovery; improved recommendation relevance by 32% and reduced hallucinations by 28% via hybrid retrieval and metadata-aware filtering. Engineered highly available LLM inference services using FastAPI, Docker, Kubernetes, Redis, AWS Bedrock, and SageMaker, handling 10M+ daily requests with 99.95% availability and 38% lower latency through asynchronous execution and optimized GPU utilization. Built QLoRA fine-tuning pipelines for Llama 3 to improve domain-specific quality by 27% while reducing GPU memory and inference costs by 31%. Created distributed embedding/vector indexing pipelines with Kafka, Spark, Pinecone, PostgreSQL, and Redis, reducing indexing time by 42%. Established end-to-end LLMOps workflows with LangSmith, RAGAS, DeepEval, CI/CD automation, and Terraform to reduce regressions by 36% and improve release reliability. Developed multi-agent AI workflows wit
Software Engineer (AI/ML) at Cognizant
May 1, 2019 - July 1, 2021
Developed AI-powered fraud detection solutions using BERT, XGBoost, scikit-learn, PyTorch, and Python; improved detection accuracy by 41%, reduced false positives by 26%, and contributed to $2M+ annual savings. Engineered conversational AI using Rasa, Hugging Face Transformers, FastAPI, REST APIs, and MongoDB, supporting 50K+ daily interactions; improved first-contact resolution by 34% and customer satisfaction by 25%. Designed document intelligence pipelines with OCR, spaCy, BERT, and Airflow; reduced manual processing by 61% and improved extraction accuracy to 95%. Architected scalable ML pipelines on AWS SageMaker, Docker, Kubernetes, MLflow, and Flask for real-time credit risk models; reduced deployment cycles by 46% and improved prediction consistency by 29%. Optimized distributed ETL and feature engineering workflows using Spark, Kafka, SQL, Pandas, and Redis, improving processing speed by 39% and feature availability for downstream models. Automated deployment and infrastructure

Education

Master of Science in Computer Science (Machine Learning & Artificial Intelligence) at University of North Texas
August 1, 2021 - May 1, 2023
Bachelor of Technology in Computer Science & Engineering at Vignan Institute of Technology and Aeronautical Engineering
May 1, 2016 - May 1, 2020

Qualifications

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Industry Experience

Software & Internet, Financial Services, Professional Services

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