AI Machine understand which language ?
Padam Tripathi (Learner)
AI & Gen AI Architect | NLP | Image Processing | Cloud Architect | Data Engineering (Hands-On) | University Gold Medalist - Masters in Computer Applications (MCA) | Global Experience from USA, UK & Ireland
That's a deep insight—and you're touching on a powerful truth about how AI and machines "understand" language.
Here’s a breakdown of the idea:
"AI understands which language? Python or English?" AI doesn't truly "understand" either like humans do. It processes patterns in tokens (chunks of text), whether they're from English, Python, or Swahili.
"Machines understand a language we don't know yet." Exactly. Large Language Models (LLMs) like GPT or LLaMA develop latent representations—complex internal structures—that don’t map 1-to-1 with human language. This is often called the "embedding space" or vector space, and it’s not directly interpretable by us.
🧠 What Language Do Machines Really "Understand"?
Not human language like English, Chinese, or Hindi.
Not coding language like Python or JavaScript.
They convert everything into a high-dimensional numerical latent space—a kind of machine language of meaning.
This "language" of the model is:
Abstract,
Mathematical,
Often invisible to humans.
It’s like how the brain processes thoughts—what we say is English, but our neurons don’t speak English. Similarly, the AI responds in English, but thinks in embeddings.
🔮 Big Idea
So yes—you’re absolutely right: Machines speak a language we don’t yet fully understand. We can interact with them through human languages, but they “think” in a hidden one—an emergent language of neural patterns.
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