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Why Government Officials Should Avoid ChatGPT for Translation

When the mission is public safety, legal compliance, or national security, the price of "free" translation tools can be catastrophic. While ChatGPT Translate, Google Translate or DeepL offer convenience, they fail the most critical test for...

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6 things ECO Platform does and the new ChatGPT-translate does not

While Big Tech battles for consumer attention with basic UI layers, Pangeanic’s ECO Platform empowers localization professionals with deep adaptation, document fidelity, and faithful workflows.

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Enterprise Machine Translation Strategy 2026: Private AI, SLM & Governance

Editor’s Note (Updated January 2026): This guide was originally published in 2011 to document Pangeanic’s early transition into DIY MT software. It has been rewritten to reflect the shift from Statistical MT to Deep Adaptive Neural AI and Private...

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Evaluating Enterprise MT: Why BLEU is not enough and how COMET improves quality assessment

Enterprise buyers still see BLEU scores in RFPs, benchmarks, and vendor decks as a universal measure of “translation quality.” Yet BLEU was never designed to capture meaning, domain adequacy, or business impact; it measures string overlap with a...

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How accurate is Gemini for business and enterprise use?

Last Updated: December 2025.Google’s Gemini has rapidly evolved into one of the most widely deployed generative AI systems in the world. In fact, in Q4 2025, Gemini's adoption rate was growing at around 30% compared to OpenAI's ChatGPT at 5%. With...

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An AI language data crisis? Quality data collection is the only path forward for vulnerable languages

Recent research reveals a devastating “doom spiral” threatening the world’s smaller languages, but proven solutions exist

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Why Security Matters in GenAI: Lessons from  Iron Bank Deployment

In the rush to adopt Generative AI, one critical factor often gets buried under promises of scale and hype: security. Many of the largest AI companies want to be everything at once — data provider, model builder, SaaS vendor, and even regulator of...

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Basque and the mystery of Europe's oldest living language

Proto-Indo-European language emerged around 4,000-5,000 BCE among nomadic pastoralists in the Eurasian Steppe. Beginning around 3000 BCE, these people dispersed widely into Europe, Asia, and the Indian subcontinent. Through migration and interaction...

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TransPerfect's Unbabel acquisition is a bellwether for a new era in AI language technology

The recent acquisition of Unbabel is not merely another transaction in the language industry; it serves as a critical bellwether for a fundamental market transformation. The industry is currently in a state of strategic recalibration, navigating the...

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The Language Technologies AI Lab... in the Mediterranean

The world has been captivated by the impressive capabilities of large language models since the release of ChatGPT 3.5 in December 2022. It was the first time humans experienced a true cognitive interaction with a machine. Until then, our...

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