Quick Take: Machine Translation research laid the foundation for today's LLMs. Understanding this connection helps businesses build better AI governance and avoid common pitfalls like hallucinations.

Translation Technology: The Grandfather of Modern Generative AI

"It's just predicting the next word." You hear this often about Large Language Models (LLMs) like ChatGPT or DeepSeek. But to understand why it predicts that word, we have to look back at the history of Machine Translation (MT).

This is a subject close to my heart. My academic career, particularly my PhD research at the University of Malaga and my research work at the University of Coimbra, was deeply rooted in the processing and translation of human language by computers.

The DNA of an LLM

In the early days of my research, we focused on statistical patterns. We tried to teach machines that "Hello" in English equates to "Hola" in Spanish, not because they understood the greeting, but because the probability of those words appearing in similar contexts was high.

Today, as I implement AI solutions for clients at First AI Movers, I see the exact same DNA. An LLM is, effectively, a massive translation engine. It is translating a user's intent (the prompt) into a response (the output).

Why This Matters for Business

Why does a CEO care about my history in translation technology? Because it dictates how we build AI governance frameworks and implement effective AI strategy consulting.

• Context is King: Just as a translator needs cultural context, an AI Agent needs business context. This is why "Retrieval-Augmented Generation" (RAG) is crucial for AI readiness assessment.
• Hallucinations are "Mistranslations": When an AI lies, it's usually just making a bad statistical guess—a problem we dealt with in research for years.

From Coimbra to the Boardroom

Taking the rigorous principles I applied at CISUC and applying them to First AI Movers allows us to build systems that are robust, not just flashy. We treat AI adoption not as a magic trick, but as a complex linguistic engineering challenge requiring proper digital transformation strategy.

About the Author: Dr. Hernani Costa combines deep academic expertise from the University of Malaga with executive leadership at First AI Movers and Core Ventures. He specializes in demystifying complex AI technologies for modern enterprises.

Originally published at First AI Movers. Written by Dr Hernani Costa, Founder and CEO of First AI Movers.

Subscribe to First AI Movers for daily AI insights and practical automation strategies for EU SME leaders. First AI Movers is part of Core Ventures.

Ready to automate your business? Book a call today!