
Pragmatics is a branch of linguistics concerned with the relationship of words and sentences to the environment in which they occur. We might also call this context. Machines can’t grasp pragmatics and context — not Google Translate, not ChatGPT, or anything like them. Machines and artificial intelligences don’t interact with the real world. Nothing means anything to them.
I recently made the mistake of reading the text on a sprayer bottle as I was misting a few of my house plants. The text came in English and Spanish. I understand both languages, and I saw errors. Worst of all, this error, which no human would make:
Weed Killers (Deshierbe a Asesinos)
The Spanish version does, in fact, mean “Weed Killers” in the sense of “Go weed the killers” or “You must pull out the weeds on assassins.”
It should say:
Weed Killers (Herbicidas)
As a human being, I can only laugh. Or weep. When the robots take over, they’re going to make so many mistakes…

The key to using AI is to phrase your prompts well and check the data for hallucinations. It’s still in its infancy, but it will get better as it grows up.
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Yes, check the data. People forget that.
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