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  • Is the History of AI a Technical Subject?

    On teaching the history of the field not as a chronology of methods but as a record of the bets we made, and lost. In January of 2023 I was in Doha, at the IEEE Spoken Language Technology Workshop, sitting on a panel with several other people who had been in the field long enough…

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  • Prompting Is Not AI Research

    Is working on machines built by others AI research? It can be. Usually it is not… A few weeks ago I was at one of the many AI gatherings that seem to happen in New York on any given evening now. The discussion was lively and well informed: the current state of the models, the…

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  • AI Democratization and Its Discontents

    On the feedback loop that AI’s democratization left behind What happens to a technology once it stops being the property of the few who understand it deeply and becomes available to the many who simply want to use it. We have come to call this democratization, and it is, on balance, a wonderful thing. But…

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  • From Spark to System (Part III)

    Where Does the Bridge Get Built? This is the third essay in the From Spark to System series. Part I: “Why the Real AI Revolution Hasn’t Happened Yet.” Part II: “The Bridge That Was Never Built.” The previous two posts in this series built a framework. The first argued that the AI revolution most people…

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  • From Spark to System (Part II)

    The Bridge That Was Never Built. This is the second of three posts on innovation: what it actually is, how it differs from invention, and how technologies evolve through the construction of domains, translation into products, and the specific kind of leadership each phase requires. In my previous post I argued that the AI revolution…

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  • From Spark to System (Part I)

    Why the Real AI Revolution Hasn’t Happened Yet. This is the first of three posts on innovation: what it actually is, how it differs from invention, and how technologies evolve through the construction of domains, translation into products, and the specific kind of leadership each phase requires. The thing everyone is calling the AI revolution,…

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  • Transactional and Relational Intelligence

    Over the years, I’ve come to see that useful AI needs more than accurate execution. It needs the ability to engage with humans over time, cope with uncertainty, and build shared understanding. This post reflects on why balancing transactional reliability with relational intelligence matters.

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  • The Rise and Fall of Virtual Assistants

    Although creating virtual assistants has long been a dream of the speech and natural language technology community—realized with the commercial launches of Siri, Google Assistant, and Alexa over a decade ago—these technologies have ultimately failed to achieve ubiquity or widespread adoption. The question is, why? In this blog post, I’ll explore the reasons behind this…

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  • Musings on Semantics

    Musings on Semantics

    This is a re-posting of my editorial on the latest ICSI’s Newsletter. W. Brian Arthur, in his book The Nature of Technology: What It Is and How It Evolves, describes the evolution of technology as a combinatorial process. Each new technology consists in a combination of existing technologies that “beget further technologies.” Moreover, each technology…

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  • Put that there!

    One of the first multimodal interaction systems, dubbed Put-that-there, was built at the MIT Architecture Machine lab in the late 1970s by Chris Schmandt, who is now the director of the Speech and Mobility Group at MIT Media Labs.  Here is a demo from 1979, where you see the integration of speech and gesture recognition  to…

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