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    <p>Dear All,</p>
    <p>Herewith an interesting piece that I think matches our current
      session on AI (received courtesy from Malcolm Dean).</p>
    <p>The brief attachment (hopefully the server won't scrap it??) is
      very rich in further references that may be useful, in particular
      the Google Deep Mind report.</p>
    <p>Best --Pedro<br>
    </p>
    <p><br>
    </p>
    <div class="moz-forward-container"><font face="arial, sans-serif"><a href="https://urldefense.com/v3/__https://www.technologyreview.com/2023/11/16/1083498/google-deepmind-what-is-artificial-general-intelligence-agi/__;!!D9dNQwwGXtA!WnCzRuIqwnPHkQYawQRgGK3PDh6rMaSNSJWc8KF163Vqy1VdjOHSccpo9AE8y6Old5EmQdPDZxktXNfiI_JERKPf5vdU$" moz-do-not-send="true">https://www.technologyreview.com/2023/11/16/1083498/google-deepmind-what-is-artificial-general-intelligence-agi/</a><br
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        <div class="gmail_default" style=""><font face="arial,
            sans-serif">MIT Technology Review, 16 November 2023</font></div>
        <div class="gmail_default" style=""><font face="arial,
            sans-serif"><b>Google DeepMind wants to define what counts
              as artificial general intelligence<br>
            </b><i>AGI is one of the most disputed concepts in tech.
              These researchers want to fix that.<br>
            </i>By Will Douglas Heaven</font></div>
        <div class="gmail_default" style=""><span
style="background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;font-family:arial,sans-serif;color:rgb(0,0,0)"><br>
          </span></div>
        <div class="gmail_default" style=""><span
style="background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;font-family:arial,sans-serif;color:rgb(0,0,0)">AGI,
            or</span><a href="https://urldefense.com/v3/__https://www.technologyreview.com/2020/10/15/1010461/artificial-general-intelligence-robots-ai-agi-deepmind-google-openai/__;!!D9dNQwwGXtA!WnCzRuIqwnPHkQYawQRgGK3PDh6rMaSNSJWc8KF163Vqy1VdjOHSccpo9AE8y6Old5EmQdPDZxktXNfiI_JERJefw3_5$" style="background:transparent;font-style:inherit;font-variant:inherit;font-weight:inherit;font-family:arial,sans-serif;box-sizing:border-box;border:0px;font-stretch:inherit;line-height:inherit;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline;color:inherit;display:inline" moz-do-not-send="true"> artificial general intelligence</a><span
style="background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;font-family:arial,sans-serif;color:rgb(0,0,0)">,
            is one of the hottest topics in tech today. It’s also one of
            the most controversial. A big part of the problem is that
            few people agree on what the term even means. Now a team of
            Google DeepMind researchers has put out a paper that cuts
            through the cross talk with not just one new definition for
            AGI but a</span><a href="https://urldefense.com/v3/__https://arxiv.org/pdf/2311.02462.pdf__;!!D9dNQwwGXtA!WnCzRuIqwnPHkQYawQRgGK3PDh6rMaSNSJWc8KF163Vqy1VdjOHSccpo9AE8y6Old5EmQdPDZxktXNfiI_JERAJHFz1i$" style="background:transparent;font-style:inherit;font-variant:inherit;font-weight:inherit;font-family:arial,sans-serif;box-sizing:border-box;border:0px;font-stretch:inherit;line-height:inherit;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline;color:inherit;display:inline" moz-do-not-send="true"> whole taxonomy of them</a><span
style="background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;font-family:arial,sans-serif;color:rgb(0,0,0)">.</span></div>
        <div class="gmail_default" style=""><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)"><br>
          </span></div>
        <div class="gmail_default" style=""><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)">In
            broad terms, AGI typically means artificial intelligence
            that matches (or outmatches) humans on a range of tasks. But
            specifics about what counts as human-like, what tasks, and
            how many all tend to get waved away: AGI is AI, but better.</span></div>
        <div class="gmail_default" style=""><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)"><br>
          </span></div>
        <div class="gmail_default" style=""><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)">To
            come up with the new definition, the Google DeepMind team
            started with prominent existing definitions of AGI and drew
            out what they believe to be their essential common
            features. </span></div>
        <div class="gmail_default" style=""><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)"><br>
          </span></div>
        <div class="gmail_default" style=""><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)">The
            team also outlines five ascending levels of AGI: emerging
            (which in their view includes cutting-edge chatbots like </span><a href="https://urldefense.com/v3/__https://www.technologyreview.com/2023/03/03/1069311/inside-story-oral-history-how-chatgpt-built-openai/__;!!D9dNQwwGXtA!WnCzRuIqwnPHkQYawQRgGK3PDh6rMaSNSJWc8KF163Vqy1VdjOHSccpo9AE8y6Old5EmQdPDZxktXNfiI_JERKMo4wNc$" style="font-family:arial,sans-serif;background:transparent;font-style:inherit;font-variant:inherit;font-weight:inherit;box-sizing:border-box;border:0px;font-stretch:inherit;line-height:inherit;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline;color:inherit;display:inline" moz-do-not-send="true">ChatGPT</a><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)"> and </span><a href="https://urldefense.com/v3/__https://www.technologyreview.com/2023/03/21/1070111/google-bard-chatgpt-openai-microsoft-bing-search/__;!!D9dNQwwGXtA!WnCzRuIqwnPHkQYawQRgGK3PDh6rMaSNSJWc8KF163Vqy1VdjOHSccpo9AE8y6Old5EmQdPDZxktXNfiI_JERJ1xNXBQ$" style="font-family:arial,sans-serif;background:transparent;font-style:inherit;font-variant:inherit;font-weight:inherit;box-sizing:border-box;border:0px;font-stretch:inherit;line-height:inherit;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline;color:inherit;display:inline" moz-do-not-send="true">Bard</a><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)">),
            competent, expert, virtuoso, and </span><a href="https://urldefense.com/v3/__https://www.technologyreview.com/2023/10/26/1082398/exclusive-ilya-sutskever-openais-chief-scientist-on-his-hopes-and-fears-for-the-future-of-ai/__;!!D9dNQwwGXtA!WnCzRuIqwnPHkQYawQRgGK3PDh6rMaSNSJWc8KF163Vqy1VdjOHSccpo9AE8y6Old5EmQdPDZxktXNfiI_JERKp2V_xp$" style="font-family:arial,sans-serif;background:transparent;font-style:inherit;font-variant:inherit;font-weight:inherit;box-sizing:border-box;border:0px;font-stretch:inherit;line-height:inherit;font-kerning:inherit;font-feature-settings:inherit;margin:0px;padding:0px;vertical-align:baseline;color:inherit;display:inline" moz-do-not-send="true">superhuman</a><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)"> (performing
            a wide range of tasks better than all humans, including
            tasks humans cannot do at all, such as decoding other
            people’s thoughts, predicting future events, and talking to
            animals). They note that no level beyond emerging AGI has
            been achieved.</span></div>
        <div class="gmail_default" style=""><span
style="font-family:arial,sans-serif;background-color:transparent;font-style:inherit;font-variant-ligatures:inherit;font-variant-caps:inherit;color:rgb(0,0,0)"><br>
          </span></div>
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