# The Google Translate Journey: From Statistical to Neural to LLM | Macduff Hughes

Page: https://stenobird.com/podcast/localization-fireside-chat-6037984/the-google-translate-journey-from-statistical-to-neural-to-llm-macduff-hughes
Text version: https://stenobird.com/podcast/localization-fireside-chat-6037984/the-google-translate-journey-from-statistical-to-neural-to-llm-macduff-hughes.md
Podcast: [Localization Fireside Chat](https://stenobird.com/podcast/localization-fireside-chat-6037984)
Published: 2026-06-02T17:04:53+00:00
Episode link: https://localization-fireside-chat.simplecast.com/
Audio file: https://injector.simplecastaudio.com/c8aa31f0-d844-41b4-b47c-0f62cf9a13ca/episodes/3b5086c5-a2d4-4f13-b567-e890d18c7298/audio/128/default.mp3?aid=rss_feed&awCollectionId=c8aa31f0-d844-41b4-b47c-0f62cf9a13ca&awEpisodeId=3b5086c5-a2d4-4f13-b567-e890d18c7298&feed=1okyeol6
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JSON: https://stenobird.com/v1/public/podcasts/localization-fireside-chat-6037984/episodes/the-google-translate-journey-from-statistical-to-neural-to-llm-macduff-hughes
Duration seconds: 3336

## Resource

Macduff Hughes spent 12 years leading the Google Translate team at Google — guiding it through two of the most consequential technology shifts in the history of language. In this conversation he breaks down how Google Translate actually worked under the hood, what the 2016 neural transition really looked like from inside the room, and what the rise of LLMs means for the future of translation and the professionals who work in it.

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## Transcript

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