One-page CV
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Education, completed experience, selected projects, merged open-source contributions, and technical methods.

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Research Interests
1 page

Research questions in RAG evaluation, retrieval and evidence diagnostics, and reproducible ML systems.

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Projects Portfolio
2 pages

RAG Observatory, CiboCompass, client systems delivery, and merged MTEB contributions with explicit evidence boundaries.

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Evidence policy

These documents use completed, verifiable work. Planned studies are labelled as planned; open pull requests and unsupported claims are excluded.