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. - 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. - 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.
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.
Author: Dr. Hernani Costa — Founder of First AI Movers and Core Ventures. AI Architect, Strategic Advisor, and Fractional CTO helping Top Worldwide Innovation Companies navigate AI Innovations. PhD in Computational Linguistics, 25+ years in technology.
Originally published at First AI Movers under CC BY 4.0.