AI, AI, AI. Everyone’s talking about the challenges and opportunities that individuals, corporations, institutions, and governments face as artificial intelligence tools gain prominence in our daily lives. I’m amused by the shock and dismay that surrounds the debate in many circles—as if the rise of the efficacy of tools like ChatGPT 4, Bard, Bing, Chatsonic, etc., just arrived on the scene out of left field. We either knew or should have known that continued reductions in the incremental cost of computing, coupled with advances in natural language processing (NLP) experiments would yield offspring such as the large language models (LLM) we see today.

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