Could chatbots help students learn? Maybe, but not like calculators!

Do chatbots help students learn? Many teachers are aware of the disruption that large language models (LLMs), the technology behind chatbots, have brought to education. There are obvious concerns about cheating and plagiarism, as well as a pedagogical worry about using LLMs to do schoolwork. If teachers allow classes to use LLMs for tests and … Read more

Why genius or superintelligent AI won’t come from chatbots

Will GenAI chatbots lead to genius or superintelligent AI? Conversations with generative AI (GenAI) chatbots are becoming more commonplace. Many of these bots are sounding more human. Some may even seem pretty intelligent. Hence, there’s speculation that this technology might lead to a kind of genius or superintelligent AI. Of course, what counts as ‘genius’ … Read more

“Reward hacking”: When chatbots turn into sycophants

Why do some chatbots turn into sycophants? One of the most valuable contributions from the media ecology tradition is that technologies are extensions of human capabilities, such as our sense perceptions or thought processes. For example, screens and speakers extend our capacity to see and hear. Algorithms and artificial intelligence (AI) extend our ability to … Read more

Our Faustian bargain with GenAI

Every technology entails a Faustian bargain! Ever since I learned about Neil Postman years ago, I’ve found myself continually coming back to his writings and insights. The founder of media ecology, Postman remains one of my main influences when it comes to thinking about technology. For me, one of his most perceptive observations is that … Read more

Functional illiteracy: Literate culture and post-literate technology

Marshall McLuhan’s speculations on post-literate technology Marshall McLuhan was well known for his almost prophetic speculations about technology, culture, and literacy. In the book The Gutenberg Galaxy, he thought about how newer forms of multimedia would affect traditional modes of literacy. At times, he described this interaction as being “caught between the Scylla of a … Read more

Zero-shot learning performance in AI: realizable capability or long shot?

What’s zero shot learning performance in AI? Zero-shot learning performance in artificial intelligence (AI) and cognitive automation is getting more scrutiny. So, I thought I’d take time to look at what zero-shot learning is, as well as review research on it. To understand zero-shot learning, however, we have to understand machine learning in AI. Machine … Read more

Bots can imitate language but don’t necessarily understand it

Yes, bots can imitate language – but no, they don’t understand what they’re saying Every technological revolution seems to bring its own hype, and the boom of generative artificial intelligence (GenAI) is no exception. There’s no shortage of hype, for instance, about large language models (LLMs), the technology behind chatbots and voice assistants. This technology … Read more

Why VR schools won’t improve education or literacy

VR schools: the future of education? If you’re a parent, teacher, or student, you may have noticed that the implementation of virtual reality (VR) in schools has gained ground lately. In fact, there are now VR schools in elementary education that are entirely online. For many people concerned about the future of education and literacy, … Read more

Another hype cycle: Why I think generative AI is overvalued, if not overhyped

Is generative AI going through a hype cycle? Technological innovation often goes through what’s called a hype cycle. Represented graphically, there’s a peak of inflated expectations about some supposedly revolutionary technology, followed by a trough of disillusionment. Then, there’s a gradual slope of enlightenment, or understanding what the technology realistically can and can’t do. Finally, … Read more