This is an Op-ed about the future of the internet and, while speculative, it's an example and an attempt to demonstrate how Artificial Intelligence at scale in a human would or could have disastrous impacts without AI regulation and AI ethics to protect us. GPT-3 stands for Generative Pre-trained Transformer. As you likely already know GPT-3 is an autoregressive language model that uses deep learning to produce human-like text. It is the third-generation language prediction model in the GPT-n series (and the successor to GPT-2) created by Microsoft-funded OpenAI (that was supposed to be a not for profit firm). In 2021 we've had a NLP-explosion year in terms of Artificial Intelligence activity.

GPT-3 is probably a foundational layer for the future because it was developed using huge quantities of training data and computer power to reach state-of-the-art general-purpose performance. This has been brought to the attention of the AI community by Percy Liang. Foundational models create "a single point of failure, so any defects, any biases which these models have, any security vulnerabilities . . .