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James Kelly

@jameskelly

Senior software engineer building high-scale web apps and production LLM systems.

United States
Message

What I'm looking for

I’m looking to lead high-impact full-stack and backend work, integrating LLMs into production systems with strong reliability and observability. I value cross-functional ownership, measurable performance gains, and teams that ship and learn fast.

I’m a senior software engineer with 8 years of experience at Apple, where I’ve designed and delivered high-scale web apps, internal tools, and developer platforms. I focus on full-stack development and production-ready integration of LLMs, with a strong track record of improving developer velocity and reducing latency.

In my recent work, I led real-time matchmaking and live leaderboard experiences, using React/TypeScript with Node.js and backend Go services backed by PostgreSQL and Redis—reducing QA debug time by 35%. I also fine-tuned Llama 3 8B to summarize server logs, cutting MTTR from 20 to 4 minutes in controlled testing.

I’ve also driven portal and platform modernization, rewriting the App Store web experience with Next.js/TypeScript to reach Lighthouse 98+ performance via ISR, code splitting, and lazy loading. Beyond traditional web work, I built retrieval-augmented generation systems (Python/FastAPI and React with Milvus/Redis) deployed as a Slack bot and web UI—serving 2,000+ queries per week and estimated to save 150 engineering hours monthly.

Experience

Work history, roles, and key accomplishments

Apple logoAP
Current

Senior Software Engineer

Jul 2018 - Present (7 years 9 months)

Led high-scale web and internal ML tooling for Apple’s Games System and App Store teams, delivering real-time dashboards and portals that achieved Lighthouse 98+ performance, reduced QA debug time 35%, and improved load times from 3.2s to 0.9s. Integrated production LLM and RAG pipelines (Llama 3, CodeLlama, BERT) to cut MTTR from 20 to 4 minutes and reduce hallucinations from 18% to 4%, serving 2

Education

Degrees, certifications, and relevant coursework

Rochester Institute of Technology logoRT

Rochester Institute of Technology

Master of Science in Computer Science, Computer Science

2016 - 2018

Earned an M.S. in Computer Science at Rochester Institute of Technology (2016–2018).

RT

Rochester Institute of Technology

Bachelor of Science in Computer Science, Computer Science

2012 - 2016

Earned a B.S. in Computer Science at Rochester Institute of Technology (2012–2016).

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