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.

