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rel="home">Non_Interactive – Software & ML</a></p> </div> </div> <nav id="primary-site-navigation" class="primary-menu main-navigation clearfix"> <a href="#" id="pull" class="smenu-hide toggle-mobile-menu menu-toggle" aria-controls="secondary-menu" aria-expanded="false">Menu</a> <div class="content-wrap text-center"> <div class="center-main-menu"> <div id="primary-menu" class="pmenu"><ul> <li class="page_item page-item-10"><a href="https://nonint.com/contact/">Contact</a></li> <li class="page_item page-item-136"><a href="https://nonint.com/">Non_Int</a></li> <li class="page_item page-item-9"><a href="https://nonint.com/about/">What is Non-Interactive?</a></li> </ul></div> </div> </div> </nav> <div class="super-menu clearfix"> <div class="super-menu-inner"> <a href="#" id="pull" class="toggle-mobile-menu menu-toggle" aria-controls="secondary-menu" aria-expanded="false">Menu</a> </div> </div> <div id="mobile-menu-overlay"></div> </header> <div class="content-wrap"> <div class="header-widgets-wrapper"> </div> </div> <div id="content" class="site-content clearfix"> <div class="content-wrap"> <div id="primary" class="featured-content content-area"> <main id="main" class="site-main"> <header class="fbox page-header"> <h1 class="page-title">Author: <span>jbetker</span></h1> </header> <article id="post-391" class="posts-entry fbox blogposts-list post-391 post type-post status-publish format-standard hentry category-uncategorized"> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2024/06/03/general-intelligence-2024/" rel="bookmark">General Intelligence (2024)</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2024/06/03/general-intelligence-2024/" rel="bookmark"><time class="entry-date published" datetime="2024-06-03T07:01:47-06:00">June 3, 2024</time><time class="updated" datetime="2024-06-03T07:01:48-06:00">June 3, 2024</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>Folks in the field of AI like to make predictions for AGI. I have thoughts, and I’ve always wanted to write them down. Let’s do that. Since this isn’t something I’ve touched on in the past, I’ll start by doing my best to define what I mean by “general intelligence”: a generally intelligent entity is…</p> <div class="text-center"> <a href="https://nonint.com/2024/06/03/general-intelligence-2024/" class="blogpost-button">Continue reading</a> </div> </div> </article> <article id="post-387" class="posts-entry fbox blogposts-list post-387 post type-post status-publish format-standard hentry category-uncategorized"> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2024/05/14/gpt-4o/" rel="bookmark">GPT-4o</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2024/05/14/gpt-4o/" rel="bookmark"><time class="entry-date published" datetime="2024-05-14T16:28:37-06:00">May 14, 2024</time><time class="updated" datetime="2024-05-14T16:28:38-06:00">May 14, 2024</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>I’m very pleased to show the world GPT-4o. I came into the project mid-last year with Alexis Conneau with the goal of scaling up speech models and building an “AudioLM”. We knew we had something special late last year, but I don’t think either of us imagined that we’d able to pull off something as…</p> <div class="text-center"> <a href="https://nonint.com/2024/05/14/gpt-4o/" class="blogpost-button">Continue reading</a> </div> </div> </article> <article id="post-384" class="posts-entry fbox blogposts-list post-384 post type-post status-publish format-standard hentry category-uncategorized"> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2024/03/16/research-code/" rel="bookmark">Research Code</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2024/03/16/research-code/" rel="bookmark"><time class="entry-date published" datetime="2024-03-16T10:08:19-06:00">March 16, 2024</time><time class="updated" datetime="2024-03-16T10:08:20-06:00">March 16, 2024</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>At my job, I’m currently in a cycle that is involving working with software engineers quite a bit. One thing that has happened a number of times is that a software engineer will bring up “research code” with a condescending tone. The implication is that research code is messy, unreadable, and difficult to maintain. I…</p> <div class="text-center"> <a href="https://nonint.com/2024/03/16/research-code/" class="blogpost-button">Continue reading</a> </div> </div> </article> <article id="post-381" class="posts-entry fbox blogposts-list post-381 post type-post status-publish format-standard hentry category-uncategorized"> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2024/03/03/learned-structures/" rel="bookmark">Learned Structures</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2024/03/03/learned-structures/" rel="bookmark"><time class="entry-date published updated" datetime="2024-03-03T00:13:53-07:00">March 3, 2024</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>From 2019-2021, I was fascinated with neural network architectures. I think a lot of researchers in the field were at the time. The transformer paper had been out for a little while and it was starting to sink in how transformational it was going to be. The general question in the air was: what other…</p> <div class="text-center"> <a href="https://nonint.com/2024/03/03/learned-structures/" class="blogpost-button">Continue reading</a> </div> </div> </article> <article id="post-373" class="posts-entry fbox blogposts-list post-373 post type-post status-publish format-standard hentry category-uncategorized"> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2024/01/06/go-rulesofthumb/" rel="bookmark">go/rulesofthumb</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2024/01/06/go-rulesofthumb/" rel="bookmark"><time class="entry-date published" datetime="2024-01-06T10:45:31-07:00">January 6, 2024</time><time class="updated" datetime="2024-01-06T10:45:32-07:00">January 6, 2024</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>Google has a neat internal website called “Rules of Thumb”, which compares the marginal cost of computational resources to the unit of a “SWE”. “SWE” refers to “Software Engineer” – which itself is the marginal cost to pay salary and benefits to the average engineer at the company. Throughout design docs at the company, you’ll…</p> <div class="text-center"> <a href="https://nonint.com/2024/01/06/go-rulesofthumb/" class="blogpost-button">Continue reading</a> </div> </div> </article> <article id="post-363" class="posts-entry fbox blogposts-list post-363 post type-post status-publish format-standard has-post-thumbnail hentry category-uncategorized"> <div class="featured-thumbnail"> <a href="https://nonint.com/2023/11/05/compute-multipliers/" rel="bookmark"><img width="850" height="486" src="https://nonint.com/wp-content/uploads/2023/11/DALL·E-2023-11-05-17.01.14-Visualize-a-wide-panoramic-landscape-representing-computational-efficiency.-The-scene-is-split-into-two-halves.-On-one-side-illustrate-a-high-efficie.png" class="attachment-minimalistblogger-slider size-minimalistblogger-slider wp-post-image" alt="" /></a> </div> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2023/11/05/compute-multipliers/" rel="bookmark">Compute Multipliers</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2023/11/05/compute-multipliers/" rel="bookmark"><time class="entry-date published" datetime="2023-11-05T16:59:03-07:00">November 5, 2023</time><time class="updated" datetime="2023-11-05T17:02:19-07:00">November 5, 2023</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>I’ve listened to a couple of interviews with Dario Amodei, CEO of Anthropic, this year. In both of them, he dropped the term “compute multiplier” a few times. This concept is exceptionally important in the field of ML, and I don’t see it talked about enough. In this post, I’m going to attempt to explain…</p> <div class="text-center"> <a href="https://nonint.com/2023/11/05/compute-multipliers/" class="blogpost-button">Continue reading</a> </div> </div> </article> <article id="post-349" class="posts-entry fbox blogposts-list post-349 post type-post status-publish format-standard hentry category-uncategorized"> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2023/10/18/is-the-reversal-curse-a-generalization-problem/" rel="bookmark">Is the Reversal Curse a generalization problem?</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2023/10/18/is-the-reversal-curse-a-generalization-problem/" rel="bookmark"><time class="entry-date published" datetime="2023-10-18T21:11:57-06:00">October 18, 2023</time><time class="updated" datetime="2023-10-18T21:14:51-06:00">October 18, 2023</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>In my last post, I made a claim that the recently discovered reversal curse is not something that worries me. In fact, when I originally learned of it, I can’t say I was very surprised. In this post, I wanted to dig into that a little bit more. My hypothesis is that the reversal curse…</p> <div class="text-center"> <a href="https://nonint.com/2023/10/18/is-the-reversal-curse-a-generalization-problem/" class="blogpost-button">Continue reading</a> </div> </div> </article> <article id="post-346" class="posts-entry fbox blogposts-list post-346 post type-post status-publish format-standard has-post-thumbnail hentry category-uncategorized"> <div class="featured-thumbnail"> <a href="https://nonint.com/2023/10/07/the-state-of-ml-in-2023/" rel="bookmark"><img width="850" height="486" src="https://nonint.com/wp-content/uploads/2023/10/16967323254655515120586108971789.jpg" class="attachment-minimalistblogger-slider size-minimalistblogger-slider wp-post-image" alt="" loading="lazy" /></a> </div> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2023/10/07/the-state-of-ml-in-2023/" rel="bookmark">The State of ML in 2023</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2023/10/07/the-state-of-ml-in-2023/" rel="bookmark"><time class="entry-date published" datetime="2023-10-07T20:37:02-06:00">October 7, 2023</time><time class="updated" datetime="2023-10-07T20:37:04-06:00">October 7, 2023</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>I’ve been trying to figure out how to best write this article for most of the last year. Today, I’ve decided to just write down something, rather than continue trying to wordsmith exactly what I mean. I am tremendously excited by everything that is going on in ML right now. The breadth of the problem…</p> <div class="text-center"> <a href="https://nonint.com/2023/10/07/the-state-of-ml-in-2023/" class="blogpost-button">Continue reading</a> </div> </div> </article> <article id="post-339" class="posts-entry fbox blogposts-list post-339 post type-post status-publish format-standard has-post-thumbnail hentry category-uncategorized"> <div class="featured-thumbnail"> <a href="https://nonint.com/2023/09/23/dall-e-3/" rel="bookmark"><img width="850" height="486" src="https://nonint.com/wp-content/uploads/2023/09/IMG_1971.jpg" class="attachment-minimalistblogger-slider size-minimalistblogger-slider wp-post-image" alt="" loading="lazy" /></a> </div> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2023/09/23/dall-e-3/" rel="bookmark">DALL-E 3</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2023/09/23/dall-e-3/" rel="bookmark"><time class="entry-date published" datetime="2023-09-23T22:13:17-06:00">September 23, 2023</time><time class="updated" datetime="2023-09-27T21:52:29-06:00">September 27, 2023</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>We released DALL-E 3 this week. It has been a labor of love for Aditya, Gabe and myself for a little over a year. It really is an impressive machine we have built. It continues to surprise me every day, despite having worked on it for so long. I’m extremely grateful to my fellow authors…</p> <div class="text-center"> <a href="https://nonint.com/2023/09/23/dall-e-3/" class="blogpost-button">Continue reading</a> </div> </div> </article> <article id="post-331" class="posts-entry fbox blogposts-list post-331 post type-post status-publish format-standard hentry category-uncategorized"> <header class="entry-header"> <h2 class="entry-title"><a href="https://nonint.com/2023/07/18/icml-2023/" rel="bookmark">ICML 2023</a></h2> <div class="entry-meta"> <div class="blog-data-wrapper"> <div class="post-data-divider"></div> <div class="post-data-positioning"> <div class="post-data-text"> <span class="posted-on">Posted on <a href="https://nonint.com/2023/07/18/icml-2023/" rel="bookmark"><time class="entry-date published" datetime="2023-07-18T22:55:17-06:00">July 18, 2023</time><time class="updated" datetime="2023-07-18T22:55:18-06:00">July 18, 2023</time></a></span><span class="byline"> by <span class="author vcard"><a class="url fn n" href="https://nonint.com/author/jbetker/">jbetker</a></span></span> </div> </div> </div> </div> </header> <div class="entry-content"> <p>I’ve met quite a few amazing people through this blog, most of which I’ve only had the chance to trade e-mails with. I’m attending ICML next week and would love to grab a coffee or beer with any of you. Shoot me an e-mail if interested. jbetker -at- gmail.</p> <div class="text-center"> <a href="https://nonint.com/2023/07/18/icml-2023/" class="blogpost-button">Continue reading</a> </div> </div> </article> <div class="text-center"><ul class='page-numbers'> <li><span class="page-numbers current">1</span></li> <li><a class="page-numbers" href="https://nonint.com/author/jbetker/page/2/">2</a></li> <li><a class="page-numbers" href="https://nonint.com/author/jbetker/page/3/">3</a></li> <li><a class="page-numbers" href="https://nonint.com/author/jbetker/page/4/">4</a></li> <li><a class="next page-numbers" href="https://nonint.com/author/jbetker/page/2/">Next</a></li> </ul> </div> </main> </div> </div> </div> <footer id="colophon" class="site-footer clearfix"> <div class="content-wrap"> </div> <div class="site-info"> © 2024 Non_Interactive – Software & ML  <span class="footer-info-right"> | Powered by <a href="https://superbthemes.com/minimalistblogger/">Minimalist Blog</a> WordPress Theme </span>  </div> </div> </footer> </div>  <div id="smobile-menu" class="mobile-only"></div> <div id="mobile-menu-overlay"></div> <script type='text/javascript' src='https://nonint.com/wp-content/themes/minimalistblogger/js/navigation.js?ver=20170823' id='minimalistblogger-navigation-js'></script> <script type='text/javascript' src='https://nonint.com/wp-content/themes/minimalistblogger/js/skip-link-focus-fix.js?ver=20170823' id='minimalistblogger-skip-link-focus-fix-js'></script> <script type='text/javascript' src='https://nonint.com/wp-content/themes/minimalistblogger/js/script.js?ver=20160720' id='minimalistblogger-script-js'></script> <script type='text/javascript' src='https://nonint.com/wp-content/themes/minimalistblogger/js/jquery.flexslider.js?ver=20150423' id='flexslider-js'></script> <script type='text/javascript' src='https://nonint.com/wp-content/themes/minimalistblogger/js/accessibility.js?ver=20160720' id='minimalistblogger-accessibility-js'></script> </body> </html>