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The New Stack · September 13, 2026

“Machine translation is still broken for most of the world’s languages”: Cohere builds non-reasoning for a reason

LinguisticsComputer ScienceCommunications
THE AI ANGLE
Powering machine translation through non-reasoning models

According to reporting by Adrian Bridgwater for The New Stack, machine translation remains "broken for most of the world's languages." In response, AI developer Cohere is deliberately building "non-reasoning" architectures to address these linguistic shortcomings. For faculty in linguistics, computer science, and communications, this highlights ongoing limitations in global language technologies and alternative engineering strategies to address them.

THE TEACHING ANGLE
Students can explore why an AI developer would deliberately design "non-reasoning" models to solve persistent machine translation failures across the majority of global languages.

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