Production ML & AI

Work.

Project overviews with published technical writing: the problem, the system, and the decisions around it.

Recommendation & personalization

Recommendation systems in production

End-to-end recommendation systems, with MLOps practices that improve training, deployment, and iteration.

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Production LLMs · RAG

EmployeeGPT: internal knowledge discovery

An early production RAG bot for internal knowledge discovery in Slack, with source citations, ingestion budget controls, index updates, and support for queries at scale.

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ML tooling & technical leadership

AI-assisted data science workflows

Reusable tooling for feature discovery, documentation, code review, and production-readiness checks.

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