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Rui Hu

@ruihu

Senior AI Engineer delivering enterprise LLMs, RAG, and MLOps to drive measurable business impact.

United States
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What I'm looking for

I’m looking to lead production Generative AI and LLM/RAG platforms, partnering with product teams on scalable architectures and strong MLOps—so we deliver measurable outcomes in a collaborative, cross-functional environment.

I’m a seasoned AI Engineer with “10+ years of experience delivering enterprise-scale software, machine learning, and Generative AI solutions.” I specialize in LLMs, RAG, and cloud-native architectures, with a focus on turning models into reliable products.

At 7-Eleven, I architected and led the development of enterprise-scale AI platforms for customer engagement, intelligent automation, and data-driven decisioning across multiple business domains. I designed and deployed Generative AI and Retrieval-Augmented Generation (RAG) systems for production use cases like semantic search, knowledge assistants, and workflow automation.

I established end-to-end MLOps frameworks on cloud infrastructure—covering scalable training, deployment, monitoring, and governance for production-grade machine learning. I also provide technical leadership across AI strategy and engineering teams, mentoring engineers and aligning architecture standards with business objectives.

Previously at SiriusXM, I developed large-scale recommendation and personalization systems for millions of streaming users. I built and optimized machine learning pipelines and distributed data processing for feature engineering, ranking models, and real-time inference, improving experimentation quality through A/B testing and model iteration.

Experience

Work history, roles, and key accomplishments

7-Eleven logoEL
Current

Senior AI Engineer

7-Eleven

Jan 2021 - Present (5 years 5 months)

Architected and led enterprise-scale AI platforms delivering generative AI and RAG production use cases such as semantic search, knowledge assistants, and workflow automation. Established end-to-end MLOps for scalable training, deployment, monitoring, and governance, providing AI technical leadership and mentoring across teams.

SiriusXM logoSI

Machine Learning Engineer

Jan 2017 - Jan 2021 (4 years)

Developed large-scale recommendation and personalization systems for millions of streaming users, improving content discovery and engagement. Built and optimized distributed ML pipelines for feature engineering and ranking with real-time inference, using experimentation and A/B testing to improve recommendation quality while maintaining low-latency performance.

Education

Degrees, certifications, and relevant coursework

University of New Haven logoUH

University of New Haven

Master of Science, Computer Science

2012 - 2014

Earned a Master of Science in Computer Science at the University of New Haven from 2012 to 2014.

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