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AI Terminology Explosion: A Guide to Navigating the Lexicon of Artificial Intelligence

As AI technology advances, a flood of new terms and concepts emerges, creating both opportunities and confusion.
Tech & AI · April 12, 2026 · 2 days ago · 1 min read · AI Summary · TechCrunch, Wired, MIT Technology Review
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The rapid evolution of artificial intelligence has introduced a wave of new terminology, from ‘large language models’ (LLMs) to ‘hallucinations,’ leaving many struggling to keep up. TechCrunch recently published a glossary aimed at demystifying these terms, highlighting the need for clearer communication in the AI space.

Experts note that the proliferation of AI-related jargon is both a sign of the field’s growth and a barrier to public understanding. ‘When technical terms like ‘neural networks’ or ‘generative AI’ enter mainstream discourse without clear definitions, it creates confusion,’ said one AI researcher, who requested anonymity due to their employer’s media policy.

The TechCrunch guide covers foundational concepts like machine learning and deep learning, as well as newer phenomena such as AI ‘hallucinations’—instances where systems generate false or nonsensical information. Analysts suggest this linguistic expansion mirrors historical tech booms, like the dot-com era’s ‘cyberspace’ and ‘browser wars.’

Looking ahead, linguists predict more AI terms will enter common parlance, potentially requiring standardized definitions as the technology becomes regulated. ‘We’re seeing the birth of a new technical dialect,’ noted a computational linguistics professor at Stanford University.

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