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Matthew MacFarlaneMM
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Matthew MacFarlane

@matthewmacfarlane

Data Scientist at The Ultimate Beneficiary LLC building anti-hallucination AI translation pipelines for Ukrainian literary and civic texts.

United States
Message

At The Ultimate Beneficiary LLC, I build multi-agent AI translation pipelines for Ukrainian-to-English literary and civic texts, using LangGraph, Claude, GPT-4, and Gemini with anti-hallucination frameworks. I used these AI-assisted pipelines to translate two full-length Ukrainian books into English.

For Management in Times of War, I led its AI-assisted English translation using LangChain; the book is now on Amazon and in bookstores. I also developed open-source, source-traceable translation and research work through Art of the Diia, focused on Ukrainian language, civic technology, and open data.

Experience

Work history, roles, and key accomplishments

TL
Current

Data Scientist

The Ultimate Beneficiary LLC

Jan 2025 - Present (1 year 8 months)

Delivers NLP and data science capabilities for a Ukrainian publishing firm, applying ML to literary content analysis, audience segmentation, and translation quality assurance. Builds and maintains multi-agent AI translation pipelines for Ukrainian-to-English literary and civic texts.

MW
Current

AI Lead & Machine Translation Project Manager

Management in Times of War

Oct 2023 - Present (2 years 11 months)

Led the first AI-assisted translation of a Ukrainian leadership book into English using LangChain, now available on Amazon and in bookstores. Authored the afterword and managed a cross-functional team of translators, editors, and ML engineers.

OS

Forward Deployed Engineer / Data Science Intern

Osavul

Jun 2026 - Aug 2026 (2 months)

Prototyped and benchmarked an autonomous AI agent workflow for generating comparative intelligence and threat research reports. Integrated multi-agent validation loops and RAG pipeline mechanisms to reduce hallucination rates and verify analytical lineage.

UC

Congressional Intern

U.S. Congressman Doug Lamborn, CO-5

Oct 2017 - May 2019 (1 year 7 months)

Designed a dynamic tagging system for constituent correspondence using data classification and automation techniques. Managed the L2 voter database, organizing 499+ targeted mailers through data-driven segmentation strategies.

DS

Campaign Manager

David Gee for Florida State Senate

Feb 2016 - Apr 2016 (2 months)

Migrated campaign website to NationBuilder and executed a successful ballot access petition campaign using data-driven voter targeting.

Education

Degrees, certifications, and relevant coursework

New College of Florida logoNF

New College of Florida

Master of Science, Applied Data Science

2025 -

Pursuing an MS in Applied Data Science with an Applied Machine Learning track, advised by Prof. Bernhard Klingenberg.

Flatiron School logoFS

Flatiron School

Certificate, Full Stack Web Development and Data Science

Completed Full Stack Web Development and Data Science programs covering Python, Flask, JavaScript, and NLP.

United States Military Academy, West Point logoUP

United States Military Academy, West Point

Bachelor of Science, Art, Philosophy, Literature

2012 - 2015

Studied Art, Philosophy, and Literature; received an Honorable Discharge in July 2015.

The Catholic University of America logoTA

The Catholic University of America

Bachelor of Science, Political Science

Earned a Bachelor of Science in Political Science.

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