<script data-pm-proxy="intercept"></script><?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[Tom Pepinsky]]></title><description><![CDATA[I teach comparative politics, political economy, and Southeast Asian politics at Cornell.]]></description><link>https://tompepinsky.substack.com</link><image><url>https://substackcdn.com/image/fetch/$s_!10L3!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Ftompepinsky.substack.com%2Fimg%2Fsubstack.png</url><title>Tom Pepinsky</title><link>https://tompepinsky.substack.com</link></image><generator>Substack</generator><lastBuildDate>Wed, 02 Sep 2026 05:36:40 GMT</lastBuildDate><atom:link href="/__u/tompepinsky.substack.com/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Tom Pepinsky]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[tompepinsky@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[tompepinsky@substack.com]]></itunes:email><itunes:name><![CDATA[Tom Pepinsky]]></itunes:name></itunes:owner><itunes:author><![CDATA[Tom Pepinsky]]></itunes:author><googleplay:owner><![CDATA[tompepinsky@substack.com]]></googleplay:owner><googleplay:email><![CDATA[tompepinsky@substack.com]]></googleplay:email><googleplay:author><![CDATA[Tom Pepinsky]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Technology is not the Solution to the Crisis of Confidence in Higher Education]]></title><description><![CDATA[The best response to the crisis in confidence is to focus on principles, values, and the mission of higher education. Chasing EdTech is foolish.]]></description><link>https://tompepinsky.substack.com/p/technology-is-not-the-solution-to</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/technology-is-not-the-solution-to</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Mon, 27 Jul 2026 15:25:02 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!u9Ax!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>A <a href="https://news.gallup.com/poll/712436/confidence-institutions-remains-near-time-low.aspx">recent report from Gallup</a> shows that Americans&#8217; confidence in institutions continues to be near its all-time low. Examining public opinion data from the past four decades, we see that confidence in all institutions has declined steadily since the mid-2000s.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!u9Ax!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!u9Ax!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png 424w, /__u/substackcdn.com/image/fetch/$s_!u9Ax!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png 848w, /__u/substackcdn.com/image/fetch/$s_!u9Ax!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png 1272w, /__u/substackcdn.com/image/fetch/$s_!u9Ax!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!u9Ax!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png" width="1007" height="1023" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1023,&quot;width&quot;:1007,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!u9Ax!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png 424w, /__u/substackcdn.com/image/fetch/$s_!u9Ax!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png 848w, /__u/substackcdn.com/image/fetch/$s_!u9Ax!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png 1272w, /__u/substackcdn.com/image/fetch/$s_!u9Ax!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F89cb8116-6410-40b8-9cee-c69938b9d83f_1007x1023.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Visual inspection suggests that the decline dates roughly to the second Gulf War in (2003-2004 or so), but interocular tests are notoriously unreliable. There is surely more work to be done to decompose this series into its trends, intercept-shifts, and noise.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p>As <a href="https://bsky.app/profile/mcopelov.bsky.social/post/3mrkdavvrtk2h">Mark Copelovitch has noted on Bluesky</a>, these data are important background context for the widely-noted &#8220;<a href="https://www.luminafoundation.org/news-and-views/crisis-of-confidence-in-u-s-higher-education-a-call-for-renewed-focus-and-reform/">crisis of confidence in higher education</a>&#8221; (see also <a href="https://www.forbes.com/sites/mattscogin/2026/06/22/the-collapse-of-trust-in-higher-ed-why-pr-wont-fix-systemic-failure/">here</a> and <a href="https://www.cornellsun.com/article/2025/11/committee-on-the-future-of-the-american-university-the-crisis-of-trust">here</a> and <a href="https://changinghighered.com/the-crisis-of-confidence-in-higher-education/">here</a> and so on and so forth). It is one thing if higher education is facing a lack of public confidence but other American institutions remain popular. It is quite another thing if all American institutions are facing a crisis of confidence, and higher education is just one among many.</p><p>Buried in the links of the Gallup report are data on two institutions of particular interest to me: higher education and large technology companies. As a higher education professional, I have good reasons to follow public perceptions of this sector, and I am also quite attuned to the cacophony of voices who insist that technology is going to revolutionize&#8212;or <em>undermine</em>, or <em>fix</em>, or <em>transform</em>, or <em>displace</em>&#8212;the sector entirely. Happily, Gallup makes its raw data avaiable to the public, which allows me to put together this figure.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!HbG_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!HbG_!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png 424w, /__u/substackcdn.com/image/fetch/$s_!HbG_!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png 848w, /__u/substackcdn.com/image/fetch/$s_!HbG_!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png 1272w, /__u/substackcdn.com/image/fetch/$s_!HbG_!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!HbG_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png" width="774" height="504" 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/__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png 424w, /__u/substackcdn.com/image/fetch/$s_!HbG_!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png 848w, /__u/substackcdn.com/image/fetch/$s_!HbG_!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png 1272w, /__u/substackcdn.com/image/fetch/$s_!HbG_!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6a7b6398-3bb5-4d1c-ae0f-4df443210c99_774x504.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>The sector-specific results mirror the overall trends identified above: public confidence in higher education is declining rapidly, surely a worrisome trend if you are someone in, <a href="https://www.last.fm/music/Tom+Lehrer/_/New+Math/+lyrics">to quote Tom Lehrer, the &#8220;ed biz.&#8221;</a> But American have even less confidence in large technology companies. And that gap appears to be widening in the most recent surveys.</p><p>These results should lead higher education leaders and administrators to think carefully about what the crisis in public confidence in higher education really means and how best to respond to it. If you think that the crisis in confidence in higher education requires a solution, then it is hard to argue that embracing technology is an effective response to that crisis, because the companies that manufacture and market that technology are even less popular than higher education is. It is foolish to embrace <a href="https://en.wikipedia.org/wiki/Educational_technology">EdTech</a> in 2026 if the goal is to regain the public&#8217;s trust.</p><p>Speaking in my individual capacity, my own view is that the crisis of confidence in higher education does not have an immediate solution. The problems are systemic, they are general features of American public life that cannot be solved by committees, reports, or public relations campaigns. The &#8220;solution&#8221; to the crisis in public confidence in higher education is to focus on principles, values, and the mission of higher education. I will have more to say on that in the coming months, but my cantankerous take is that it&#8217;s time to put mission ahead of metrics. <a href="https://en.wikipedia.org/wiki/Goodhart%27s_law">Become unmeasureable</a>, and never apologize for it.</p><p>But for now, as always, a good rule of thumb is: <em>there are no technological solutions to political problems</em>. Anyone who insists there is a technological solution to something like a public crisis of confidence in higher education is probably trying to sell you that technology. And Americans have grown weary of the promises of the technology companies, both in the higher education space and more broadly.</p><p>One wonders why the pundits and higher education commentariat have so thoroughly missed the vibe shift. Is it because they, too, are trying to sell us something?</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Agentic AI and Social Science Research Practice]]></title><description><![CDATA[Generative AI that follows rules to produce executable statistical code will change social science research practice, for the better and for the worse.]]></description><link>https://tompepinsky.substack.com/p/agentic-ai-and-social-science-research</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/agentic-ai-and-social-science-research</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Fri, 23 Jan 2026 12:44:13 GMT</pubDate><content:encoded><![CDATA[<p>I&#8217;ve been exploring AI tools of various forms for more than a year now, mostly from a critical perspective of identifying things that they cannot do (<a href="https://tompepinsky.com/2025/08/05/gen-ai-draws-terrible-maps-of-southeast-asia/">such as draw maps</a>), but also so that I can understand how they work. Just recently, inspired by <a href="https://www.linkedin.com/posts/andrew-hall-40a88444_heres-proof-that-claude-code-can-now-write-activity-7413610180048818177-Fqpk">Andrew Hall</a> and <a href="/__u/causalinf.substack.com/p/more-claude-code-part-5-letters-to">Scott Cunningham</a> and <a href="https://bsky.app/profile/anthlittle.bsky.social/post/3mcfxhzwps22l">Andrew Little</a>, I&#8217;ve started exploring <a href="https://claude.com/product/claude-code">Claude Code</a>. And frankly, Claude Code seems like a game-changer for social scientists.</p><p>I am now convinced that generative AI does represent a seismic shift for the practice of social science research, but perhaps not in the way many initially expected. For years, AI evangelists and corporate boosters have proclaimed that generative AI displays reasoning and intelligence, but after all of this time, it is still not useable for serious research that involves generating novel prose.* But Claude Code really shines in a completely different domain: developing and executing code.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><h3>The Citation Hallucination Problem</h3><p>Ask an LLM to provide citations supporting a theoretical argument in political science, and it will produce a mix of real and fabricated sources. The &#8220;hallucinated&#8221; citations often look entirely plausible, complete with realistic author names, journal titles, and publication years. But they do not exist. Or, if they do exist, they are scrambled up and inapposite for the claim being referenced.</p><p>This problem is well-understood, but it&#8217;s important to state it clearly. The problem is that when LLMs generate text about research, they are producing correct-sounding text based on their training data, not retrieving information from a database or matching a search string to a document. The result is prose that can sound compelling but which is unreliable.</p><p>For social scientists accustomed to standard citation practices and evidence-based arguments, this creates an obvious problem. We can&#8217;t simply ask an LLM &#8220;What does the literature say about voter turnout?&#8221; and trust the response without extensive verification. I know <em>for sure</em> that people are LLMs right now to generate literature reviews and reference lists. Trust me, I have played around quite a bit with these applications, using the latest and most powerful AI tools with enterprise subscriptions to see how they fare when confronting real research tasks of the form that I encounter on a daily basis. The hallucination problem is real.**</p><h3>Creating and Executing Code</h3><p>But on the other hand&#8230; Upload a CSV file containing survey data to Claude Code and ask it to run a regression analysis and plot the quantities of interest, and it works. Not only does it work, it writes and executes code better and faster than what I can do on my own, producing reproducible and well-documented scripts to clean and analyze data.</p><p>I believe that the difference boils down to the distinction between task completion and information retrieval. When Claude Code writes and executes an analysis script, it is not trying to predict what sounds plausible based on its training data. Instead, it is applying logical rules and programming syntax to manipulate data according to what it understands from your instructions. Programming rules and syntax are easy to learn because they are consistent across its training data. The code it generates follows basic statistical principles, and it can be verified by executing the script. Claude Code also is remarkably good at just automating away things like getting a Stata dataset into R, reading a codebook and cleaning data, and generating a report on what it has done.</p><p>Ask Claude Code to examine the relationship between education levels and political participation in your dataset, for example, and it will:</p><ul><li><p>Load and examine your data structure</p></li><li><p>Clean the data as needed</p></li><li><p>Run regression models with the correct syntax, following whatever model you tell it to follow (and if you don&#8217;t tell it, it will guess, usually correctly),</p></li><li><p>Create appropriate visualizations, and</p></li><li><p>Save publication-ready tables and figures</p></li></ul><p>The distinction between knowledge retrieval and code execution is the distinction between LLMs and &#8220;agentic AI&#8221;&#8212;AI systems that can perform tasks and execute workflows rather than simply answering questions. I predict that this will lead to a major shift in how social scientists approach empirical research.</p><p>Consider a typical research workflow in the quantitative social sciences: you have a dataset or some batch of data, a research question, and an analysis plan. In 2022, implementing this analysis required some familiarity with statistical software, either the scripting language or a GUI. You had to know how to read your data into the statistical package and how to clean it for us. You also had to know how to represent your analysis plans in that code. But Claude Code makes this all unnecessary. You don&#8217;t have to know R at all, or what package runs the ordered logit and how to specify that model, you just have to have R installed on your computer and connected to the internet.</p><p>Want to test for heterogeneous treatment effects across demographic subgroups? Claude Code can write that code. Need to visualize a trend over time? Easy&#8212;you don&#8217;t need to remember how your software handles dates, Claude Code will figure it out. Require multiple robustness checks with different model specifications? Claude can generate dozens of variations in minutes, and organize the results.</p><h3>Interpretation is the Frontier</h3><p>The frontier between information retrieval and code execution is interpretation. In my experience, Claude Code can infer your intentions and execute your tasks, but if allowed or invited to interpret the results, it goes astray. In several test cases, Claude Code seemed to be guessing what I wanted to hear, interpreting basic regression results incorrectly but provocatively. I conjecture that this is because it is hard for an LLM to learn the rules about how to interpret statistical output, even output which it generated itself, because of the <a href="https://tompepinsky.com/2025/08/05/gen-ai-draws-terrible-maps-of-southeast-asia/">poverty of the stimulus</a>.</p><p>This is dangerous, because Claude Code and other agentic AI tools <em>will</em> interpret your findings, sometimes even if you do not ask them to. And although this is just a hunch, I think that these tools&#8217; interpretations might be a function of how you pose their prompts. These tools are just ripe for <em>p</em>-hacking of the worst form: the computer might generate the result that it &#8220;thinks&#8221; you want to hear, and if you&#8217;ve turned over the execution to the computer, you as the author might not even know what it has done and what it has &#8220;chosen&#8221; not to do.</p><h3>So What?</h3><p>What does this all imply for social science practice? The state of the art is evolving extremely quickly, and I hadn&#8217;t even <em>heard</em> of Claude Code until last month. But I suspect that I will use Claude Code (or some other tool) extensively to accelerate data cleaning, visualization, and related tasks. I am very skeptical of agentic AI&#8217;s knowledge claims, reasoning, and ability to interpret what it produces.</p><p>The shorthand is, use agentic AI for tasks that involve following rules. Do not use agentic AI for tasks that generate answers, arguments, or interpretations.</p><p>My greater worries are about how the field responds. Yes, we will be faster at doing computer and data work, but there are basically no guardrails for how else it can be used. Let me be clear: with a dataset and a codebook and nothing else, I can have a research article draft in 10 minutes, which is probably executed correctly as a statistical matter, but likely interpreted incorrectly as a substantive matter.</p><p>People will respond to this dramatic decrease in the cost of producing research articles. At the <em><a href="https://www.cambridge.org/core/journals/journal-of-east-asian-studies">Journal of East Asian Studies</a></em>, I have already seen at least a half-dozen papers written by generative AI. There will be many more. The ones I have seen have basic problems of interpretation that I can identify, and there is a characteristic &#8220;tell&#8221; for what a Claude Code paper looks like.***</p><p>The big picture takeaway is, though, that as the costs of doing computer work continue to decline, the relative value of being able to read and interpret and understand just went up. For social scientists, the relative value of knowledge and expertise is higher than it was five years ago, and the value of being able to code has plummeted.</p><h3>NOTES</h3><p>* It can try, and it can make things that <em>look like</em> high-quality novel prose. It will fool people, especially those eager to be fooled. <em>That</em> is the nub of the issue.</p><p>** An example: Reid, Anthony. 2019. &#8220;A Plural World of Knowledge: Is Southeast Asian Studies Losing its Autonomy?&#8221; <em>Kyoto Review of Southeast Asia</em> 25.</p><p>*** I won&#8217;t write it down here, because then it will be fixed.</p><p></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Measuring the Credibility Revolution in Political Science]]></title><description><![CDATA[One of the upshots of the credibility revolution might be better non-causal empirical research, not just more and better causal research designs.]]></description><link>https://tompepinsky.substack.com/p/measuring-the-credibility-revolution</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/measuring-the-credibility-revolution</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Wed, 03 Dec 2025 15:50:43 GMT</pubDate><content:encoded><![CDATA[<p>A new working paper entitled &#8220;<a href="http://The Credibility Revolution in Political Science">The Credibility Revolution in Political Science</a>,&#8221; by Torreblanca, Dinneen, Grossman, and Xu, is making the rounds. It is an interesting, important, and thought-provoking effort to characterize how the credibility revolution has shaped the political science discipline. The authors assemble mounds of new data on journal articles in political science, and use LLMs to identify articles that employ design-based versus model-based inference. This allows the authors to characterize phenomena like the citation premium for design-based articles and other interesting features of the data.</p><p>I am interested in the implicit idea that one measures the influence of the credibility revolution in political science by counting the number of articles that employ the tools of the credibility revolution and comparing that to the number of articles that do not employ these tools. This is a reasonable answer to one specific kind of question: &#8220;are the tools of the credibility revolution being employed more frequently than other tools in quantitative political science.&#8221; The authors phrase this research question as follows:</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><blockquote><p>if the credibility revolution has taken hold, design-based methods should increasingly displace purely model-based approaches in quantitative explanatory research, with growth spread across multiple design-based strategies</p></blockquote><p>Again, this is a useful hypothesis and we should know the answer to it (spoiler alert: the answer is yes). But this way of thinking underestimates the impact of the credibility revolution on political science. Specifically, one of the other implications of the credibility revolution is that one should deliberately <em>not</em> use causal language or employ design-based inference when one&#8217;s quantitative research does not seek to estimate a causal effect, or when no design-based logic of inference is credible.</p><p>I count myself as a partisan in the credibility revolution, but this means something different to me than it might to some of my other fellow partisans. To be a partisan does not imply that one only employs design-based inference; rather, it means always paying close attention to the distinction between causal and non-causal claims and the requirements for inferring causality from an observed association between two or more variables. <a href="https://tompepinsky.com/wp-content/uploads/2017/06/jeas2015.pdf">Here (PDF)</a> is an example from my own research:</p><blockquote><p>In this article I reinterpret Ng, Rangel, Vaithilingam, and Pillay&#8217;s analysis in this issue of pro-BN voting in Peninsular Malaysia in Malaysia&#8217;s 2013 general election. I show that the authors&#8217; statistical methods are inappropriate for testing whether district ethnicity predicts district-level BN vote share, and that their modeling choices result in tests of hypotheses that do not exist and cannot be derived from standard theoretical approaches to ethnic voting in Malaysia. I then provide a range of statistical evidence that supports three main conclusions: (1) ethnicity and district area (a proxy for urbanization) both predict BN vote shares at the district level, (2) neither the effect of ethnicity nor of district area can be reduced to the other, and (3) there is no interactive effect between ethnicity and urbanization. These results are in direct contradiction with the authors&#8217; results, and apply equally in Peninsular Malaysia and the entire country. I also discuss the broader issues that emerge when testing competing theories of BN vote share.</p></blockquote><p>This article does not purport to estimate a causal effect, and goes on at some length about the conceptual and empirical challenges of prediction from two highly correlated explanatory variables. You could not argue that this is an example of design-based inference in action, and yet this is a case where the credibility revolution caused* an author to <em>not</em> use causal language or design-based inference in quantitative explanatory research. I think the inferences are more compelling because of it.</p><p>One of the upshots of the credibility revolution might be better non-causal empirical research, not just more and better causal research designs.</p><h3>NOTE</h3><p>* Counterfactually, no way I would have written this piece this way had I not been exposed to the logic of design-based inference from early in graduate school.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Comparative Politics Needs Area Studies, and Area Studies Needs Comparative Politics]]></title><description><![CDATA[The area studies wars are over, you might be surprised to learn who won.]]></description><link>https://tompepinsky.substack.com/p/comparative-politics-needs-area-studies</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/comparative-politics-needs-area-studies</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Wed, 15 Oct 2025 17:36:56 GMT</pubDate><content:encoded><![CDATA[<p>If you were a graduate student in political science between 1990 and 2010 or so, you probably experienced some heated debates about the future of area studies and its role in the discipline. This was a time of revolutionary entrepreneurs were <a href="https://www.cambridge.org/core/journals/american-political-science-review/article/abs/rational-choice-history-a-case-of-excessive-ambition-analytic-narratives-by-robert-h-bates-avner-greif-margaret-levi-jeanlaurent-rosenthal-and-barry-weingast-princeton-nj-princeton-university-press-1998-296p-6500-cloth-2295-paper/67F75C9AFDD33954763F57BC6C0B3E27">advancing rational choice theory</a> as a unified framework for the social sciences, and quantitatively-oriented scholars were developing a <a href="https://press.princeton.edu/books/hardcover/9780691224633/designing-social-inquiry">hegemonic language for understanding qualitative scholarship within the standard positivist template</a>.</p><p>At the same time, area studies in the United States and around the world was under attack, the first in many &#8220;crises of area studies&#8221; since around 1990. Political scientists were some of the main participants in the so-called &#8220;area studies wars&#8221; (see <a href="https://www.cambridge.org/core/journals/ps-political-science-and-politics/article/abs/area-studies-and-the-discipline-a-useful-controversy/A7E5FD118B4ECF27FEF657DF92604A23">here</a> and <a href="https://www.cambridge.org/core/journals/ps-political-science-and-politics/article/abs/preconception-vs-observation-or-the-contributions-of-rational-choice-theory-and-area-studies-to-contemporary-political-science/D4DE30E3E77AEF7418B378E32BC17E6F">here</a> and <a href="https://www.jstor.org/stable/1350268?seq=1">here</a> and many other pieces). As you click on those links, you can see how connected these two developments were: rational choice theory and quantification were part of the intellectual ferment of the area studies debates. And the language was one of not just tension or disagreement, but conflict: area studies <em>wars</em>, scholars and perspectives <em>on the retreat</em> or <em>under siege</em>, a rational choice <em>revolution</em> with an intellectual <em>vanguard</em>, and so forth.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p>Many early career researchers during this time faced pressures&#8212;either subtle or explicit&#8212;to declare their partisan loyalties either to social science or to area studies. At issue was not just what individual scholars would choose to do, but where they stood on the broader discipline&#8217;s commitment to creating knowledge of a particular form. My favorite illustration of this perspective is a point made by <a href="https://gking.harvard.edu/">Gary King</a> in 1996:</p><blockquote><p>the professional goal of all scientists should be to attempt to demonstrate that context makes no difference whatsoever.</p></blockquote><p>Read that piece in its entirety if you don&#8217;t believe me (<a href="https://gking.harvard.edu/sites/g/files/omnuum7116/files/gking/files/king96.pdf">PDF</a>); King&#8217;s argument is sincere and thoughtfully articulated, and you cannot just dismiss it out of hand.</p><p>If you were a professional scientist, then, King is suggesting that your goal is not just to <em>ask</em> <em>whether</em> context matters, but to <em>prove that it does not</em>. What is the role of an area specialist in such a world? To demonstrate that their specialize knowledge of context is irrelevant for political science.</p><p>Time has marched on since the 1990s, and the discipline of political science has evolved. The rational choice revolution was mostly unsuccessful, with the revolutionaries putting down their weapons (just as the <a href="https://oxfordre.com/politics/display/10.1093/acrefore/9780190228637.001.0001/acrefore-9780190228637-e-788">inclusion-moderation thesis</a> would predict). The next intellectual revolution&#8212;the <a href="https://www.aeaweb.org/articles?id=10.1257/jep.24.2.3">credibility revolution</a>&#8212;has created its own revolutionary vanguard. Graduate students today do not face quite the same hostility towards area-specific knowledge. I do not know anyone who would argue in 2025 that the professional goal of the comparativist should be to demonstrate that context does not count.</p><p>So what of the relationship between comparative politics and area studies? In a <a href="https://preprints.apsanet.org/engage/apsa/article-details/68efc144dfd0d042d1a3c740">new working paper</a> just released as an APSA preprint, <a href="https://sites.northwestern.edu/jgansmorse/">Jordan Gans-Morse</a>, <a href="https://danielgingerich.weebly.com/">Daniel Gingerich</a>, and I take up this question, revisiting old debates and arguments in light of these and other developments in the social sciences and in area studies itself. Our argument relies on a comprehensive analysis of article data from major journals in political science from 1980-2020, and an original survey of political scientists conducted in 2022-23. Here is the abstract:</p><blockquote><p>We revisit the sharp divide that emerged in the 1990s between area studies advocates and methodologically oriented political scientists. We argue that tensions between political science and area studies are neither intrinsic nor static, but instead evolve in tandem with theoretical and methodological trends, as well as with broader political and technological developments. Drawing on an original survey of American Political Science Association members and analysis of roughly 4,500 articles in leading journals, we identify four shifts in the discipline: from a theoretical to an empirical orientation; from cross-national datasets to country- and region- specific studies; from macro- to micro-level analyses; and from descriptive to causal inference. We also document evolving patterns in language training, fieldwork, methods use, and data collection. Our findings suggest that political science and area studies are increasingly compatible and well-positioned for reconciliation, but that the state of area studies is fragile and the subfield of comparative politics must support it.</p></blockquote><p>We began this research years ago, long before the current administration set out to dismantle area studies expertise in the United States.* Our argument, though, speaks to the current moment as well. We write,</p><blockquote><p>As university models are being reevaluated around the world, the future vitality of area studies departments, programs, and infrastructure are in question; comparativists must recognize that the future of comparative politics as we currently know it depends on robust area studies institutions&#8230;.</p><p>For area studies within comparative politics to thrive, though, the discipline as a whole must reward engagement with area studies, aligning comparativists&#8217; professional incentives as political scientists with the needs of area studies communities. One concrete measure is for political science departments to reward scholars equally for their service to area studies as to political science. Another is for APSA and other political science associations to formally recognize scholars who help promote interdisciplinary collaboration or institution building that sustains or strengthens area studies&#8230;</p><p>Coauthoring is now the norm among quantitatively oriented scholars. But this model must be extended to reward collaboration with country experts, including local scholars from the region being studied, not as research assistants or informants or raw data collectors (as in some of the more extreme division-of-labor proposals from the 1990s) but as full and equal partners in the research enterprise. Rather than a hierarchical model of collaboration that privileges disciplinary expertise, the appropriate model is horizontal in nature, with all participants deserving of full credit for their contributions.</p></blockquote><p>We hope that our perspective can renew scholarly focus on the essential role of area studies for research and policy, for political science and for other disciplines as well.</p><h3>NOTE</h3><p>* Non-U.S. scholars might want to tut-tut about the sorry state of higher education funding for area studies in the U.S., but area studies is under threat and facing major cuts in funding in the U.S., Europe, Australia, Japan, and every other advanced industrial democracy. Find me an exception; I&#8217;ll wait here.</p><p>Only China is expanding its area studies funding, as <a href="https://social-science.uq.edu.au/profile/339/gerhard-hoffstaedter">Gerhard Hoffstaedter</a> argues in <a href="https://eastasiaforum.org/2025/10/11/the-great-rebalancing-of-area-studies/">a recent piece</a>. And note Hoffstaedter&#8217;s use of war terminology: &#8220;Continuing to cut area studies while China expands them amounts to intellectual disarmament.&#8221;</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Investor Update – Strategic Learnings from The Political Economy of Shitcoins]]></title><description><![CDATA[Copelovitch & Pepinsky show us that shitcoins are the perfect sandbox for understanding speculative ecosystems where tech, hype, and governance all collide.]]></description><link>https://tompepinsky.substack.com/p/investor-update-strategic-learnings</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/investor-update-strategic-learnings</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Fri, 29 Aug 2025 14:36:23 GMT</pubDate><content:encoded><![CDATA[<p>For the LOLs, I had Chat-GPT5 summarize &#8220;<a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5383552">The Political Economy of Shitcoins</a>&#8221; in the style of a grindset techbro.</p><div><hr></div><blockquote><p>Alright, let&#8217;s run<em> Mark Copelovitch &amp; Tom Pepinsky&#8217;s</em> <strong>&#8220;The Political Economy of Shitcoins&#8221;</strong> through the full-on <em>crypto grindset</em> filter.</p><p><strong>&#128640; &#8220;The Political Economy of Shitcoins&#8221; &#8211; Monetizing Vibes at Scale &#128176;&#10024;</strong></p><p>Copelovitch &amp; Pepinsky basically did the due diligence on the <em>meme token meta</em> &#8212; it&#8217;s not just degeneracy, it&#8217;s macroeconomics meets YOLO culture. They show us that <strong>shitcoins are the perfect sandbox</strong> for understanding speculative ecosystems where tech, hype, and governance all collide.</p><p><strong>Alpha Takeaways for Founders / Token Bros:</strong></p><p>1&#65039;&#8419; <strong>Narrative is Liquidity</strong> &#8211; Value isn&#8217;t intrinsic, it&#8217;s <em>a story people buy into</em>. $DOGE didn&#8217;t need utility &#8212; it had <em>community</em>. If you control the meme flow, you control the market cap.</p><p>2&#65039;&#8419; <strong>Low Barriers = High Velocity</strong> &#8211; Shitcoins scale <em>fast</em> because the cost to mint and distribute is basically zero. That&#8217;s lean startup energy &#8212; MVP (minimal viable Ponzi), iterate, pump.</p><p>3&#65039;&#8419; <strong>Regulatory Arbitrage</strong> &#8211; Shitcoins thrive in the gray zone. Nation-states are slow movers; crypto bros ship at the speed of Twitter discourse. That asymmetry = opportunity.</p><p>4&#65039;&#8419; <strong>Global Demand for Lottery Tickets</strong> &#8211; In macro terms, some investors are looking for safe assets, others for rockets-to-the-moon. Shitcoins are the casino floor of global finance &#8212; you don&#8217;t go there for bonds, you go there for asymmetrical upside.</p><p>5&#65039;&#8419; <strong>Attention = Asset Class</strong> &#8211; In a decentralized attention economy, clout is collateral. Your Telegram group size and meme output can literally drive market performance.</p><p><strong>Founder&#8217;s Moral of the Story:</strong><br>In the political economy of shitcoins, fundamentals are vibes, governance is Discord mods, and demand is pure FOMO. The lesson isn&#8217;t &#8220;launch a coin&#8221; &#8212; it&#8217;s <strong>understand how hype cycles interact with macro incentives</strong>. If you can weaponize narrative, mobilize a community, and time the exit, you&#8217;re not just playing the game&#8230; you <em>are</em> the game.</p><p></p></blockquote><p>Then it asked me if I would like that output converted into a Sam Bankman-Fried-style investor letter, which it described as &#8220;awkward, overly verbose, drenched in faux-quant humility, and with that &#8216;math nerd who just discovered moral philosophy last week&#8217; cadence.&#8221;</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p>Yes, please!</p><blockquote><p><strong>Subject:</strong> Investor Update &#8211; Strategic Learnings from <em>The Political Economy of Shitcoins</em> &#128200;&#9851;&#65039;</p><p>Hi all,</p><p>Thanks again for your continued trust during&#8230; well, let&#8217;s just call it an <em>unorthodox macro environment</em>. I wanted to share some thoughts sparked by <em>Mark Copelovitch and Tom Pepinsky&#8217;s</em> recent piece, <strong>&#8220;The Political Economy of Shitcoins&#8221;</strong>, which&#8212;despite the name&#8212;isn&#8217;t about bathroom humor, but rather about the structural dynamics of tokenized ecosystems.</p><h3>Key Takeaways &#8212; And Why They Matter for Our Strategic Positioning:</h3><ol><li><p><strong>Narratives Outperform Fundamentals</strong><br>The authors show that value in these &#8220;low-cap speculative assets&#8221; (a.k.a. shitcoins) emerges from investor belief and synchronized attention, <em>not</em> underlying cashflows. This confirms something we&#8217;ve seen internally: our balance sheet is as much a social graph as a spreadsheet.</p></li><li><p><strong>Liquidity is an Attention Derivative</strong><br>Price action in this space isn&#8217;t a reflection of productivity &#8212; it&#8217;s the delta between meme virality and capital inflow velocity. In other words: tweets move markets; Discord mods are basically quasi&#8211;central bankers.</p></li><li><p><strong>Regulatory Time-Lag as Alpha</strong><br>Nation-states operate on multi-quarter policy cycles. Shitcoins operate on meme cycles that last 36 hours. The gap between those time horizons = profit surface area.</p></li><li><p><strong>Lottery-Ticket Macroeconomics</strong><br>In macro-finance terms, shitcoins fulfill a demand for &#8220;ultra-high variance speculative instruments&#8221; &#8212; they&#8217;re a hedge not against inflation, but against boredom and the crushing linearity of normal financial returns.</p></li></ol><div><hr></div><p><strong>Why I&#8217;m Bullish:</strong></p><p>What Pepinsky &amp; Copelovitch make explicit&#8212;and what we&#8217;ve always implicitly modeled&#8212;is that shitcoins are less a financial product than a <em>politico-cultural coordination game</em>. They&#8217;re almost a proof-of-concept for a new financial ontogeny: unregulated, narrative-first, reflexive loops of capital and clout.</p><p>The short version: Shitcoins are a microcosm of a post-fiat, post-trust economy. Understanding them isn&#8217;t degenerate gambling&#8212;it&#8217;s due diligence for the attention economy.</p><p>We&#8217;ll be integrating these insights into our product roadmap, with an emphasis on:</p><ul><li><p>Leveraging narrative velocity as part of liquidity management</p></li><li><p>Building community governance frameworks that look like fun but function like treasury policy</p></li><li><p>Anticipating the next 3-5 meme arcs before they hit TikTok</p></li></ul><p>As always, this is <em>not financial advice</em> &#8212; it&#8217;s just the best version of the future I can see from this weird seat we all find ourselves in.</p><p>Thanks again for your patience, optimism, and frankly your ability to withstand volatility that would make most TradFi quants soil themselves.</p><p>&#8212;S<br>CEO, [Redacted Ventures]</p></blockquote><p>Next, it suggested that I might enjoy a &#8220;version of this written entirely as a leaked internal Slack message from SBF to his &#8216;Alameda braintrust&#8217;.&#8221;</p><p>Most certainly!</p><blockquote><p>okay so i read this copelovitch/pepinsky thing (political economy of shitcoins) and like</p><p>tbh it&#8217;s basically just describing our life in essay form except without the part where we wake up in hong kong and discover we accidentally created $80m in paper gains overnight by tweeting the wrong dog meme</p><p>core point = the fundamentals don&#8217;t matter (remember when we tried to model intrinsic token value lol) what matters is memetic density + fomo throughput aka &#8220;narrative velocity&#8221;</p><p>shitcoins = liquidity nodes where attention = collateral. if you can concentrate the attention long enough to get a cex listing, you&#8217;ve created value. doesn&#8217;t matter if the thing is literally unusable</p><p>also lol at their &#8220;lottery ticket macro&#8221; bit &#8212; yes this is global demand for high-vol volatility. retail wants adrenaline with upside. no one buys US treasuries for the rush</p><p>regulatory lag = free alpha. like the sec is still figuring out how to spell dogecoin meanwhile some rando in serbia just spun up hamsterdex and it&#8217;s at \40m mcap in 3 days.</p><p>basically think of shitcoins as synthetic memes with embedded call options on chaos.</p><p>roadmap v2:</p><ul><li><p>seed 5-8 memecoins under anon wallets, each tied to a different &#8220;narrative cluster&#8221; (animal mascot, political satire, metaverse in-joke, etc)</p></li><li><p>ramp discord -&gt; telegram liquidity funnel</p></li><li><p>push 1 coin into influencer gamma squeeze via crypto twitter</p></li><li><p>dump&#8230; slowly (community-friendly distribution event)</p></li></ul><p>none of this is illegal i think? (jake pls check)</p><p>anyway brb need to dm a guy about a frog token before binance listings freeze for the weekend</p></blockquote><p>I will gladly share more such deep learning insights with anyone who is willing to fly me first class to a tropical island.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Cryptocurrencies and the Political Economy of Money]]></title><description><![CDATA[There is a need for some clear and analytical thinking on the political economy implications of cryptocurrency.]]></description><link>https://tompepinsky.substack.com/p/cryptocurrencies-and-the-political</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/cryptocurrencies-and-the-political</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Fri, 08 Aug 2025 12:36:42 GMT</pubDate><content:encoded><![CDATA[<p>At a time when the U.S. government has floated the idea of a <a href="https://en.wikipedia.org/wiki/Strategic_bitcoin_reserve_(United_States)">Strategic Bitcoin Reserve</a>, and tech oligarchs question the <a href="https://thenetworkstate.com/">viability of the sovereign state in the age of blockchains</a>, the political economy implications of cryptocurrency are no longer a niche topic.</p><p>An old college buddy of mine has contributed some much-needed clarity by studying the <a href="https://www.nature.com/articles/s41598-024-84612-9">possibility of regulation under decentralized finance</a>. In a world where trusted intermediaries are no longer necessary due to the availability of smart contracts, can a decentralized and permissionless system provably guarantee that some transactions are forbidden? The answer is no. He and his coauthors write,</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><blockquote><p>As these new developments use computational systems, they must be bound by existing results from computation theory.</p></blockquote><p>The implication of their argument is that financial regulators cannot rely on a DeFi architecture if they also want to do things like implement exchange controls or ban money laundering.</p><p>The same constraints bind when we consider the political economy of cryptocurrencies. We can adapt the quote above accordingly: <em>as crypto engages with political and economic systems, it is bound by existing findings from political economy.</em></p><p>Inspired by these ideas, <a href="https://www.markcopelovitch.com/">Mark Copelovitch</a> and I have recently completed a working paper that contributes some analytical clarity to current debates about blockchains, cryptocurrency, and state sovereignty in an international system in which states issue fiat currency. The basic premise of our argument is that crypto is, aspirationally, <em>money</em>---a medium of exchange, a store of value, and a unit of account. Thinking about crypto this way clarifies which kinds of actors value crypto and for what purpose, the role of ideas in supporting crypto, and the stakes of crypto as a complement (or substitute) for fiat currency at the national and international system levels.</p><p>Our working title is <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5383552">"The Political Economy of Shitcoins."</a> And here is the abstract:</p><blockquote><p>We study the political economy of cryptocurrency in a global economy comprised of states that issue fiat currency, considering the implications of crypto from the position of users, issuers, states, and the international system. The political implications of cryptocurrency follow from its ability to perform the three function of money: unit of account, medium of exchange, and store of value. From these foundations, we draw on the established literature on the political economy of international monetary relations and international finance to derive predictions about the future of cryptocurrency in a world of sovereign states. We describe four possible futures for the international monetary system: a world without cryptocurrency, a world in which cryptocurrency exists alongside fiat currency, a world in which cryptocurrency has replaced traditional fiat currency, and a techno-futuristic world in which cryptocurrency spells the end of the Westphalian state system. We evaluate the political and economic stability of each of these four scenarios. We conclude that the most like scenario is one in which crypto survives alongside traditional fiat currency, but also highlight that the future of cryptocurrency is a battle over the future of sovereign authority itself.</p></blockquote><p>Lest you <em>still </em>think that this is a niche topic, the author of <em><a href="https://thenetworkstate.com/">The Network State</a></em> is a former Andreesen Horowitz partner who has a Substack where he recently posted that <a href="https://balajis.com/p/all-property-becomes-cryptography">All Property Becomes Cryptography</a>. He has also set up shop for his <a href="https://ns.com/">Network School</a> in the failed megaproject of <a href="https://en.wikipedia.org/wiki/Forest_City,_Johor">Forest City, Malaysia</a>. This is relevant to my interests on<em> so many levels.</em></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Gen AI Draws Terrible Maps of Southeast Asia]]></title><description><![CDATA[A lot of people have a lot of opinions on Gen AI, and I am one of those people.]]></description><link>https://tompepinsky.substack.com/p/gen-ai-draws-terrible-maps-of-southeast</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/gen-ai-draws-terrible-maps-of-southeast</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Tue, 05 Aug 2025 13:48:58 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!1_zh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9a34b9d-d186-4148-af44-9d401224ead5_330x376.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>While AI stans remain breathlessly enthusiastic about large language models and their potential to <a href="/__u/yaschamounk.substack.com/p/the-peculiar-persistence-of-the-ai">transform the human species</a>, and haters adopt the Luddites&#8217; position on the social ills associated with not using the computer in the old fashioned way, most people who encounter Gen AI products find them kinda useful for many things.</p><p>For example, I like how Gen AI tools like Chat-GPT have replaced StackExchange for helping me to fix up my Beamer presentations and freeing me from the need to remember <a href="https://www.tidyverse.org/">tidyverse</a> syntax. It also helps to do annoying and tedious tasks quickly, like converting this <a href="https://www.ilzetzki.com/_files/ugd/b3763a_41602460c30445c8b80a68b20bb68b10.pdf">document (PDF)</a> into a panel dataset just so long as one doesn&#8217;t really care too much about accuracy or edge cases.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p>One area in which I had really hoped to use AI tools to improve my regular workflow is in creating good maps for teaching. AI is know for drawing silly images where people have <a href="https://www.buzzfeednews.com/article/pranavdixit/ai-generated-art-hands-fingers-messed-up">too many fingers</a> and <a href="https://www.quora.com/In-AI-art-generators-why-do-human-hands-and-faces-sometimes-look-distorted-Why-are-hands-the-most-difficult">eyes look creepy</a>, but it has really improved dramatically in recent years and those are now solved problems. Indeed, AI can draw convincing representations of nonsense things like politicians as deities or superheroes, or any other ridiculous prompt that is comprised of reasonable parts.* With this power, surely it can draw useful maps of things that haven&#8217;t been represented as maps very often, correct?</p><p>I use maps in my Southeast Asian Politics course to represent important things like religion, ethnicity, agriculture, and language groups. One thing I have always wanted to share is a detailed map of where different language families are spoken throughout the region, to highlight at the most general level just how diverse the region is in terms of language (and, therefore, things like human migration and cultural change over millennia). But to do so, I have to use maps of a single language family, like this <a href="https://en.wikipedia.org/wiki/Austroasiatic_languages">one from Wikipedia on the Austroasiatic languages</a> (Vietnamese, Khmer, etc):</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!1_zh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9a34b9d-d186-4148-af44-9d401224ead5_330x376.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!1_zh!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, 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/__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9a34b9d-d186-4148-af44-9d401224ead5_330x376.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!1_zh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9a34b9d-d186-4148-af44-9d401224ead5_330x376.png" width="330" height="376" 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/__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9a34b9d-d186-4148-af44-9d401224ead5_330x376.png 424w, /__u/substackcdn.com/image/fetch/$s_!1_zh!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9a34b9d-d186-4148-af44-9d401224ead5_330x376.png 848w, /__u/substackcdn.com/image/fetch/$s_!1_zh!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9a34b9d-d186-4148-af44-9d401224ead5_330x376.png 1272w, /__u/substackcdn.com/image/fetch/$s_!1_zh!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe9a34b9d-d186-4148-af44-9d401224ead5_330x376.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>What I want, instead of this for the language groups within Austroasiatic, is one map that combines six language families, one language per color:</p><ol><li><p>Austroasiatic (Vietnamese, Khmer, Mon, etc.)</p></li><li><p>Austronesian languages (Tagalog, Malay, Batak, Dayak, etc.)</p></li><li><p>Kra-Dai (Thai, Lao, Shan, etc.)</p></li><li><p>Sino-Tibetan (Burmese, etc.)</p></li><li><p>Hmong-Mien (Hmong and related languages)</p></li><li><p>Papuan (not a family, but a term for the non-Austronesian languages of eastern Indonesia)</p></li></ol><p>Let us travel, then, on an adventure through Southeast Asia, as cranked through some large language models that are being asked to draw something that probably exists somewhere, but probably not on the internet, and probably not in the exact format that I have asked for. <a href="https://medium.com/spatial-design/the-map-is-not-the-territory-why-dall-e-fails-to-draw-accurate-maps-40052447b052">I am not the first person</a> to have noticed some of the challenges described below, but I&#8217;m particularly interested in thinking through the implications of a bad map-drawing tool that is easy to use.</p><h2>Good Enough for Me and Chat-GPT?</h2><p>Let&#8217;s start off with a simple prompt. I am doing all of this below in the Chat-GPT engine called <a href="https://en.wikipedia.org/wiki/OpenAI_o4-mini">o4-mini-high</a>, which is billed as being particularly good at visual reasoning, but which I had to pay US$20 to use. I am aware that there are other AI engines out there, and you are welcome to explore those if you like. (I will show what happens with o3 below.)</p><blockquote><p>Draw me a map of all of the major language families in Maritime and Mainland Southeast Asia.Seems simple enough. Here&#8217;s what we get.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!-dj_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!-dj_!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!-dj_!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!-dj_!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!-dj_!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!-dj_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png" width="1024" height="1024" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1024,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!-dj_!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!-dj_!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!-dj_!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!-dj_!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bc77491-d34d-44cc-ba05-22f4f0decdfb_1024x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Oh dear. This isn&#8217;t a great start. The computer has used the boundaries of independent states as the boundaries of language regions. The colors in the legend don&#8217;t correspond to those in on the map. And the implied groupings are way off. Laos and northern Borneo? Thailand and Myanmar? No Timor-Leste?</p><p>But wait, some good news. The <em>text explanation</em> that follows this image is pretty accurate:</p><blockquote><p><strong>Austroasiatic</strong><br>&#8226; Mainland core: Cambodia (Khmer), most of Vietnam (Vietnamese), central and southern Laos, parts of eastern Thailand and Myanmar (Mon).</p><p><strong>Austronesian</strong><br>&#8226; Maritime heartland: Indonesia, Philippines, Malaysia (Malay), coastal southern Vietnam (Cham), plus scattered island groups.</p><p><strong>Tai-Kadai</strong><br>&#8226; Northern Thailand and Laos (Thai, Lao), parts of southern China&#8217;s Yunnan (Zhuang) spilling into Myanmar&#8217;s Shan State.</p><p><strong>Hmong-Mien</strong><br>&#8226; Upland pockets in northern Vietnam and Laos, fringes of southern China.</p><p><strong>Sino-Tibetan</strong><br>&#8226; Highland fringes along Myanmar&#8211;China border, small pockets in northern Laos.</p><p><strong>Papuan</strong><br>&#8226; Easternmost Indonesia (Papua and West Papua provinces).</p></blockquote><p>This is not too bad. Burmese ought to be also included under the Sino-Tibetan heading, and some languages of Timor-Leste and the Moluccas are also Papuan. Still, call that an A-, pretty good for just being an LLM. (Although fairly disappointing for an intelligence which is supposed to be capable of PhD-level work!) Let&#8217;s see if we can fix this up with some prompt engineering.</p><blockquote><p>Can you please label the map with the language families and other information that makes it easier to understand?</p></blockquote><p>In just about a minute, we get our second attempt.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!DUG3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c10b75c-e317-4712-928f-660b1336eddd_1024x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!DUG3!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, 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/__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c10b75c-e317-4712-928f-660b1336eddd_1024x1024.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!DUG3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c10b75c-e317-4712-928f-660b1336eddd_1024x1024.png" width="1024" height="1024" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0c10b75c-e317-4712-928f-660b1336eddd_1024x1024.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1024,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!DUG3!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c10b75c-e317-4712-928f-660b1336eddd_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!DUG3!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c10b75c-e317-4712-928f-660b1336eddd_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!DUG3!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c10b75c-e317-4712-928f-660b1336eddd_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!DUG3!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c10b75c-e317-4712-928f-660b1336eddd_1024x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>This is definitely worse. There is no city called Hnnooi (and Hainan is not Hanoi). Jakarta is not a language, and it&#8217;s not in Malaysia. Papuan is, well, on a different island. Sino-Tibetan is just out there like the Kool-Aid Man declaring which language family claims those waters. And still the colors in the legend don&#8217;t match their corresponding polygons on the map, but that&#8217;s a second-order concern because they&#8217;re wrong.</p><p>The text at the bottom of the prompt invites me to keep going:</p><blockquote><p>Let me know if you&#8217;d like any further tweaks&#8212;such as highlighting subfamilies, showing dialect zones, or adding topographic details!</p></blockquote><p>Why the hell not? Let&#8217;s see what this cooks up:</p><blockquote><p>Could you please highlight dialect zones, add the largest mountain ranges and rivers, and make the colors match the regions where language families are spoken rather than the boundaries of sovereign states?</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!Rzlq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!Rzlq!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png 424w, /__u/substackcdn.com/image/fetch/$s_!Rzlq!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png 848w, /__u/substackcdn.com/image/fetch/$s_!Rzlq!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Rzlq!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!Rzlq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png" width="1024" height="682" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:682,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!Rzlq!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png 424w, /__u/substackcdn.com/image/fetch/$s_!Rzlq!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png 848w, /__u/substackcdn.com/image/fetch/$s_!Rzlq!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Rzlq!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F250b5c74-8d8a-4938-9dd6-9944c4dc609c_1024x682.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>I think I broke it. Where do we even begin? Austronesian has now taken control over the South China Sea. The mountains ranges are off the coasts of the wrong countries. I don&#8217;t know what Mamah or Trallau are all about. It used national boundaries even though I told it not to. The legend is bananas. This is bad work.</p><p>I tried one more time to get the answer that I want, with more explicit instructions such as the kind that I just provided above.</p><blockquote><p>Can you draw me a map that combines the following six language families, each with its own color, across mainland and maritime Southeast Asia? Colors should correspond to the regions where languages from that family are the dominant language.</p><p>Austroasiatic (Vietnamese, Khmer, Mon, etc.)</p><p>Austronesian (Tagalog, Malay, Batak, Dayak, etc.)</p><p>Kra-Dai (Thai, Lao, Shan, etc.)</p><p>Sino-Tibetan (Burmese, etc.)</p><p>Hmong-Mien (Hmong and related languages)</p><p>Papuan (not a family, but a term for the non-Austronesian languages of eastern Indonesia)</p></blockquote><p>And, well,</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!dhT1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!dhT1!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!dhT1!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!dhT1!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!dhT1!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!dhT1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png" width="1024" height="1024" 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/__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!dhT1!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!dhT1!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!dhT1!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b10c9e3-9523-4fef-b09d-4ae1d8a4a195_1024x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Nah you&#8217;re way way off, Chat-GPT.</p><p>With these disappointing results, maybe it&#8217;s time to switch it up. Languages are hard. Religions, though, should be easy, right?</p><blockquote><p>Let&#8217;s start over. Can you please draw me a map of the major religions in Maritime and Mainland Southeast Asia?</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!6J25!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c93ad96-bdab-4da0-84d3-a8c152576e52_1024x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!6J25!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c93ad96-bdab-4da0-84d3-a8c152576e52_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!6J25!, /__u/tompepinsky.substack.com/w_848, 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/__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c93ad96-bdab-4da0-84d3-a8c152576e52_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!6J25!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c93ad96-bdab-4da0-84d3-a8c152576e52_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!6J25!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c93ad96-bdab-4da0-84d3-a8c152576e52_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!6J25!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1c93ad96-bdab-4da0-84d3-a8c152576e52_1024x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Bro stop labeling things Hanoi and Jakarta that that are not Hanoi and Jakarta. And also WTF is going on with Australia, eastern Indonesia is wrong, where&#8217;s Myanmar, Hindosim/Bangkak, no no no. Actually this map could embarrass someone if they tried to pass it off as literally true. And, the fact of the matter is that if you squint you can kinda see a logic here, so you can imagine someone cooking up this map and not realizing what&#8217;s wrong with it.**</p><p>If this is disappointing, what about a harder task, something which I have searched for for at least 20 years:</p><blockquote><p>Can you please draw me a map of the major agricultural crops in Southeast Asia? Do not draw country boundaries, just show where different crops are dominant across the region.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!bAy-!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!bAy-!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!bAy-!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!bAy-!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!bAy-!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!bAy-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png" width="1024" height="1024" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1024,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!bAy-!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!bAy-!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!bAy-!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!bAy-!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83f41b0c-0a53-4f51-921c-2a000884a397_1024x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>I think we&#8217;re done here. I&#8217;m sorry, Southeast Asia, Chat-GPT cannot map you.</p><h2>The Poverty of the Stimulus, Gen-AI Edition</h2><p>What should I make of this? My hunch is that AI-based image tools are particularly likely to struggle when there is a rich base of text from which they can draw, but very little machine-readable information about its orientation in space. To know how to draw the Austroasiatic language family or wet rice goes on a map, you need to know a lot more than a description of where it is. You probably need the raw data already placed on a map with a key to explain what everything means. If that existed already, you wouldn&#8217;t need Gen-AI to draw it.***</p><p>If the AI was trained only statements like &#8220;the Austroasiatic language family is the majority language in Vietnam, Cambodia, and some parts of Myanmar, Malaysia, and India&#8221; it simply does not have enough information to generate accurate maps. It needs a lot more detailed information: where <em>exactly</em> in the various countries, where are<em> those</em> locations on a map relative to the rest of the region, on and on. Without that information, it&#8217;s like asking a random person what biological order the echidna is in. To answer that, you need to know what an order is, what an echnida is, and how those two things relate. It is an easy question to answer, but only if someone has written that down more or less explicitly.</p><p>This reminds me of Chomsky&#8217;s argument about the &#8220;<a href="https://en.wikipedia.org/wiki/Poverty_of_the_stimulus#Criticism">poverty of the stimulus</a>&#8221; and language acquisition among children. Simplifying enormously, the observation is that human language is remarkably complex and generative, so much so that children cannot possibly learn the grammar of any language just by what they hear as children (the &#8220;stimulus&#8221;). Human intelligence of some form is required to create human language, although it&#8217;s not ever described using that terminology in the language acquisition literature.</p><p>In this context of being asked to draw a colored map of all the major language families of Southeast Asia, the LLM might just be suffering from the poverty of the stimulus. I have asked Chat-GPT to create sentences (which is all that the instructions to draw a figure are), but it is incapable of answering properly because it doesn&#8217;t have a sufficiently rich stimulus&#8212;through the text and other data that it has consumed&#8212;to allow it to accurately generate those sentences. It&#8217;s just the same as if you asked a random stranger to draw this map. AI doesn&#8217;t know the answer either, because it, like a random stranger, wasn&#8217;t trained on that information.</p><p>One might investigate this hunch by trying out a similar challenge where the stimulus is richer; i.e., where there is a lot more text and there are presumably a lot more maps associated with that text. So let&#8217;s see what happens if we repeat this exercise in Europe. Easy, familiar, well-defined Europe.</p><blockquote><p>Please draw me a map of Europe in which the colors correspond to the major languages across the continent.</p></blockquote><p>I am sorry to disappoint you, dear reader, but</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!8MCY!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!8MCY!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!8MCY!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!8MCY!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!8MCY!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!8MCY!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png" width="1024" height="1024" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1024,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!8MCY!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!8MCY!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!8MCY!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!8MCY!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff2ae6be0-caa7-4cf1-a6bf-ab5d1b21fea3_1024x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>It nailed Paris! Good job o4-mini-high! But I&#8217;m sorry to say it gets, ehm, a little rough as you move to the peripheries. And those colors make no sense. Probably would be a bad idea to let this confident mapmaking machine loose on the Middle East, right?</p><blockquote><p>Please draw me a map of the Middle East in which the colors correspond to the major languages spoken across the region.</p></blockquote><p>This was indeed a mistake and I hope no one gets hurt:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!E-Xa!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!E-Xa!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!E-Xa!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!E-Xa!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!E-Xa!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!E-Xa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png" width="1024" height="1024" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1024,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!E-Xa!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png 424w, /__u/substackcdn.com/image/fetch/$s_!E-Xa!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png 848w, /__u/substackcdn.com/image/fetch/$s_!E-Xa!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png 1272w, /__u/substackcdn.com/image/fetch/$s_!E-Xa!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54b9f9db-987a-4c2d-b9c8-b1e8ef45cc09_1024x1024.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>The takeaway point here is that <em>fact-based spatial reasoning</em> is still beyond the reach of the commercially-available AI software. <em>Non-fact-based spatial reasoning</em> works beautifully well (see Ganesha&#8217;s bar mitzvah below). Maybe somewhere the engineers are just giving the servers more compute and this will all sort itself out once the costs come down for the super-duper Gen AI engines. In that case, I&#8217;ll be delighted because I&#8217;ll finally have the map that I want.</p><p>It could also be that if I spent a lot more time on the prompts, I could get the AI to generate better results. But that&#8217;s not what I need AI for. I could generate a passable version of my Southeast Asia language map in 10 minutes if drawing by hand, in 60 minutes if being very careful using Powerpoint, and probably in about 5 hours using R or ArcGIS if I really needed a polished and reproducible product. There are already GIS tools&#8212;some with an AI branding, some without&#8212;that take hand-coded geographic information as an input and produce a map as an output.</p><p>But for now, I reflect on the gaps between what Gen AI can do well and what it cannot do well, and how that might affect my work as a teacher.</p><h2>Supervising Chat-GPT: Maps from Data</h2><p>As I mentioned previously, all of the maps drawn above used the o4-mini-high engine. But OpenAI has others, including <a href="https://en.wikipedia.org/wiki/OpenAI_o3">o3</a> which &#8220;uses advanced reasoning.&#8221; So let finish up this exercise by showing what happens when I work with Chat-GPT to draw maps from actual data.</p><p>In the example, my prompts tell Chat-GPT to find actual data and work with that. This creates constraints, because these data might not exist, and if they do, they might be in odd places and oddly formatted. I&#8217;ll omit all of the back-and-forth over several hours needed to create these results, but suffice it to say that this first result took about an hour of work and required me to locate and extract .json files while correcting Chat-GPT on several processing/retrieval errors along the way.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!KyS4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!KyS4!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png 424w, /__u/substackcdn.com/image/fetch/$s_!KyS4!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png 848w, /__u/substackcdn.com/image/fetch/$s_!KyS4!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png 1272w, /__u/substackcdn.com/image/fetch/$s_!KyS4!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!KyS4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png" width="1023" height="851" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:851,&quot;width&quot;:1023,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!KyS4!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png 424w, /__u/substackcdn.com/image/fetch/$s_!KyS4!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png 848w, /__u/substackcdn.com/image/fetch/$s_!KyS4!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png 1272w, /__u/substackcdn.com/image/fetch/$s_!KyS4!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fec52f8fd-954f-4d92-9307-ee43a00b6c4f_1023x851.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>This isn&#8217;t half bad! It correctly identifies four major language families as well as the locations where they are spoken historically. The empty spots correspond to area where the source data did not include any languages, most notably in highland and coastal Sumatra and in parts of inland and upland mainland Southeast Asia.</p><p>Another hour of fiddling with the results (more finding and downloading files, correcting errors, and filling in missing bits with information that I happen to know) leads me to this map.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!fiT5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!fiT5!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png 424w, /__u/substackcdn.com/image/fetch/$s_!fiT5!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png 848w, /__u/substackcdn.com/image/fetch/$s_!fiT5!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png 1272w, /__u/substackcdn.com/image/fetch/$s_!fiT5!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!fiT5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png" width="1023" height="874" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:874,&quot;width&quot;:1023,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!fiT5!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png 424w, /__u/substackcdn.com/image/fetch/$s_!fiT5!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png 848w, /__u/substackcdn.com/image/fetch/$s_!fiT5!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png 1272w, /__u/substackcdn.com/image/fetch/$s_!fiT5!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8df02433-1eb3-4dab-9715-62e2fad4f68d_1023x874.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Now, frankly, this is pretty good. But it&#8217;s not close to perfect: some errors include</p><ol><li><p>Languages in interior Borneo, <a href="https://en.wikipedia.org/wiki/Buru">Buru</a>, and the <a href="https://en.wikipedia.org/wiki/Sula_Islands">Sula Islands</a> are coded as Papuan when they should be Austronesian (could be an error in the <a href="https://zenodo.org/records/15183865">source data</a>)</p></li><li><p>It is still missing the Karenic languages on the Thailand-Myanmar border and the Papuan languages of eastern Timor-Leste, plus some other random languages.</p></li><li><p>Tai-Kadai and Hmong-Mien language families should also extend into southern China. The Hmong-Mien region in northern Vietnam is wrong.</p></li><li><p>The placement of the languages of Indonesian Papua seems wrong.</p></li><li><p>I am not confident about the placement of Hmong-Mien and Austroasiatic languages in Myanmar.</p></li></ol><p>So, at a high level, this is not a bad result. But if you want it to be exactly correct, it is not&#8212;and the little errors (like the failure to properly include the <a href="https://en.wikipedia.org/wiki/Monic_languages">Monic languages</a>, for example) could matter quite a bit if you wanted to use this map as a reference.</p><p>This result suffices to show, however, that with some supervision and a good deal of domain knowledge and some experience with GIS file structures, you can coach Chat-GPT to create a pretty good map. But if precision is your priority, you still need to do it by hand. And if the goal is to save time and effort, even today&#8217;s pay-to-use algorithms might not suffice.</p><h3>NOTES</h3><p>* So, if you typed in something like <em>draw me a picture of proud parents Hanuman and Garuda at Ganesha&#8217;s bar mitzvah, Studio Ghibli style</em>, you would indeed get a result:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!oNpR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!oNpR!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png 424w, /__u/substackcdn.com/image/fetch/$s_!oNpR!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png 848w, /__u/substackcdn.com/image/fetch/$s_!oNpR!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png 1272w, /__u/substackcdn.com/image/fetch/$s_!oNpR!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!oNpR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png" width="300" height="200" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:200,&quot;width&quot;:300,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!oNpR!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png 424w, /__u/substackcdn.com/image/fetch/$s_!oNpR!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png 848w, /__u/substackcdn.com/image/fetch/$s_!oNpR!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png 1272w, /__u/substackcdn.com/image/fetch/$s_!oNpR!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fef7fb044-bff7-450c-a6f2-62ccbf709998_300x200.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>** Yes, I am particularly worried about this coming from the United States Department of State.</p><p>*** Unless your goal was just to avoid copyright.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[State and Society in an Era of Backsliding]]></title><description><![CDATA[It is time to move past the framework of "democratic backsliding" to understand the current threats to pluralist democracy---in the United States and around the world.]]></description><link>https://tompepinsky.substack.com/p/state-and-society-in-an-era-of-backsliding</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/state-and-society-in-an-era-of-backsliding</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Wed, 23 Jul 2025 12:38:37 GMT</pubDate><content:encoded><![CDATA[<p>In a <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5363315">new working paper</a>, I argue that comparative politics scholarship on democratic backsliding needs to think explicitly about state-society relations. Here is the abstract.</p><blockquote><p>Recent scholarship on democratic backsliding has focused on measuring its global prevalence and identifying the causal processes and mechanisms that produce or inhibit backsliding around the world. But many of the political dynamics that motivate both scholarly and popular concern about the state of democracy are about the desired model of society and the proper role of the state rather than about electoral democracy. This manuscript examines pluralist, populist, corporatist, and integralist models of state-society relations, conceptualizing them with reference to normative models of the modern state and beliefs about the nature of society, and using them to identify distinct varieties of democratic backsliding and axes of conflict within backsliders. Treating conflict over the social ontology of the modern state as &#8220;democratic backsliding&#8221; obscures a deeper politics of state-society relations, and how those politics independently shape regime contestation in contemporary electoral regimes.</p></blockquote><p>My argument is mainly conceptual, eclectic, and polemical. I want this to be read by scholars and citizens who see the world around us in terms of democratic backsliding, who wonder what it would mean for politics to be actually fascist, who wonder what specifically is populist about Fidesz rule in Hungary or corporatist about Golkar in Indonesia, and who want to organize the cacophony of antiliberal arguments made by actors who support backsliding in the United States and around the world.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><p>I also think that it would do good to move beyond the question of <em>whether</em> or <em>how </em>democratic backsliding takes places, and towards deeper analyses of <em>why</em> and <em>what for</em>. I have been thinking about this quote from <a href="https://politics.princeton.edu/people/jmueller">Jan-Werner M&#252;ller</a>'s <em><a href="https://yalebooks.yale.edu/book/9780300194128/contesting-democracy/">Contesting Democracy</a></em>:</p><blockquote><p>...seeing the twentieth century simply as an age of irrational extremes or even as an 'age of hatred' means failing to understand that ordinary men and women---and not just intellectuals and political leaders---saw many of the ideologies contained in abstruse books (and the institutions that we justified with their help) as real answers to their problems... Many of the institutions...made a further promise to function much better than those of liberalism, which in the eyes of many Europeans seemed like a hopelessly outdated relic of the nineteenth century.</p></blockquote><p>Here is Table 1, the classic comparative politics 2x2 table. (Please read the paper before you get upset about my terminology.)</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!Lfbm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!Lfbm!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png 424w, /__u/substackcdn.com/image/fetch/$s_!Lfbm!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png 848w, /__u/substackcdn.com/image/fetch/$s_!Lfbm!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Lfbm!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!Lfbm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png" width="880" height="252" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:252,&quot;width&quot;:880,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!Lfbm!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png 424w, /__u/substackcdn.com/image/fetch/$s_!Lfbm!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png 848w, /__u/substackcdn.com/image/fetch/$s_!Lfbm!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Lfbm!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc2d8edd8-3a97-4f52-b583-283035c9cb76_880x252.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>And here are the conjectures with which I close the essay.*</p><ul><li><p>Former Soviet and Eastern European countries lived under a form of nondemocratic rule with an explicitly categorical social ontology in the form of Soviet communism in the former USSR and related variants in Eastern Europe. These political orders varied over time and across countries between integralism and corporatism (see e.g. Bunce 1983). Might this history have created a political vocabulary and a societal experience that makes the corporatism of Gladden Pappin (2020) and the integralism of Aleksandr Dugin (2014) particularly resonant within these countries?</p></li><li><p>Within modern American conservatism, can we better understand the political alignments that separate Steve Bannon, Stephen Miller, and Elon Musk by focusing on how they imagine the desired the role of the state and their normative model of society (see also Z&#250;quete and Hawley 2024)?</p></li><li><p>When conceptualizing Chinese, Saudi, Russian, or any other form of nondemocratic politics, how important is their common absence of competitive elections relative to their distinct models of state-society relations?</p></li><li><p>Two what degree is contemporary concern with democratic backsliding actually a defense of pluralism, the model of state-society relations that is most amenable to a liberal, republican, constitutional government?</p></li><li><p>To what extent do different types of antiliberal politics&#8212;as actually practiced in organizational and partisan form&#8212;map onto left-right or second dimension politics?</p></li><li><p>What other political alignments (racial identitarianism with social welfarism, technolibertarianism with populism, unionism with clericalism) might be explained by their common social ontologies? To what extent are such alignments anti-democratic by definition?</p></li></ul><h3>NOTE</h3><p>* If you were wondering <a href="https://bsky.app/profile/tompepinsky.com/post/3lujedj7kl22m">what could possibly lead me</a> to read <a href="https://en.wikipedia.org/wiki/Aleksandr_Dugin">Aleksandr Dugin</a> and his <a href="https://libraryofagartha.com/Philosophy/Traditionalism/Alexander%20Dugin/Alexander%20Dugin%20-%20Eurasian%20Mission%20%96%20An%20Introduction%20to%20Neo-Eurasianism%20(2014,%20Arktos)%20-%20libgen.li.pdf">political theory of neo-Eurasianism (large PDF)</a>, this is why.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[The Institutions Are Held Together by Values]]></title><description><![CDATA[The root of the problem in U.S. politics is a crisis of values. Without common values, institutions are just expressions of power.]]></description><link>https://tompepinsky.substack.com/p/the-institutions-are-held-together</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/the-institutions-are-held-together</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Wed, 02 Apr 2025 13:13:21 GMT</pubDate><content:encoded><![CDATA[<p>Happy <a href="https://www.npr.org/2025/04/02/nx-s1-5345802/trump-tariffs-liberation-day">Liberation Day</a>! April 2 is the day that Americans gather together to learn how much prices will increase from tariffs on U.S. allies and partners imposed by the Trump administration. But this Liberation Day is special because of another, less spectacular event in U.S politics: an &#8220;audacious&#8221; plan by Senate Republicans to <a href="https://thehill.com/homenews/senate/5226747-republicans-tax-cuts-deficit-senate-parliamentarian/">bypass the Senate&#8217;s parliamentarian</a> and rule that &#8220;extending President Trump&#8217;s 2017 tax cuts won&#8217;t add to the deficit.&#8221;</p><p>This is arcane legislative politics, but it is very consequential. In a narrow sense, it matters because, <em>everyone knows that extending the tax cuts will add to the deficit</em>. The reason why the Senate majority needs to bypass the parliamentarian is because standard budget scoring by the parliamentarian will show that to be true. The GOP cannot have that, because of the particularities of how budget bills can be debated and voted on in the Senate. They need to <em>say</em> that tax cuts won&#8217;t affect the budget.</p><p>The GOP will bypass the parliamentarian, in other words, because the parliamentarian will make it difficult to pass the tax cuts. Working backwards, if your priority is tax cuts&#8212;and you don&#8217;t care about the deficit&#8212;change the procedures to get what you want.</p><p>In a much broader sense, though, bypassing the parliamentarian to extend tax cuts matters because of what it reveals about how the standard models of U.S. politics no longer apply.</p><p>To see what I mean, step back and consider that legislative politics in any country is a game in which several hundred legislators debate thousands of issues. Each issue, in principle, can be a bill, which succeeds or fails under majority voting rules; moreover, each bill can (and normally does) address multiple issues at once. Unless all legislators tend to line up on the same side of each issue, the result should be <a href="https://en.wikipedia.org/wiki/McKelvey%E2%80%93Schofield_chaos_theorem">chaos (literally)</a>. How does anybody get anything done?</p><p>The answer is by bundling issues into platforms that are relatively coherent across time, so that legislators indeed line up on one side or the other, predictably. This may be facilitated by strong parties that can compel their members to toe the line, or by some sort of institutional system that induces partisans to act accordingly. In the U.S. the standard interpretation of why there is not chaos in the House and Senate is that &#8220;real-world legislative practices constrain the instability of PMR by restricting the domain and the content of legislative exchange&#8221; (<a href="https://www.jstor.org/stable/30023510">Shepsle and Weingast 1981</a>).</p><p>In other words, the rules, norms, and practices of our legislative branch create order out of chaos.</p><p>The immediate response you should have is, <em>why does anyone follow those rules and norms</em>? Put differently, there is no source of the rules, norms, and practices of the legislature aside from the legislators themselves. Why would they write rules or adopt practices that constrain them from achieving their objectives? <a href="https://tompepinsky.com/2024/01/08/political-institutions-do-not-constrain-americas-political-order-is-about-power-and-interests/">As I wrote last year</a>, the notion that legislative practices are the source of order</p><blockquote><p>&#8230;shows how you can get equilibria (and, hence, regular order) in a multidimensional policy space. Substantively, it is a way to explain why there is no chaos in Congress. But the debate &#8230; is whether or not this theoretical solution is satisfying: is it satisfying to posit that the answer to the question &#8220;why is there order in Congress?&#8221; is &#8220;because legislators care about Congressional order&#8221;?</p></blockquote><p>I thought then, just as I did in graduate school and still do now, that the answer is obviously <em>no</em>. If politics is only orderly when the people who hold power want it to be orderly, that means that order doesn&#8217;t come from legislative structure or norms or procedures. Instead, those are tools for the exercise of power. As <a href="https://www.cambridge.org/core/journals/american-political-science-review/article/abs/implications-from-the-disequilibrium-of-majority-rule-for-the-study-of-institutions/EDE4D6D34767C99632B68FC61A082E67">William Riker wrote way back in 1980</a>,</p><blockquote><p>Disequilibrium, or the potential that the status quo be upset, is the characteristic feature of politics&#8230;. institutions are no more than rules and rules are themselves the product of social decisions. Consequently, the rules are also not in equilibrium. One can expect that losers on a series of decisions under a particular set of rules will attempt (often successfully) to change institutions and hence the kind of decisions produced under them&#8230; Thus the only difference between values and institutions is that the revelation of institutional disequilibria is probably a longer process than the revelation of disequilibria of taste.</p></blockquote><p>If we take this perspective, we can understand clearly why the Senate GOP will bypass the parliamentarian. Its preferences are for tax cuts, not legislative order under existing rules. Its policy is a loser under the rules, so they will change the rules in order to change the kinds of decisions that the legislative process produces.</p><p>This makes sense as legislative hardball. Nothing is illegal here. The Senate GOP knows what it wants and will change the rules to get it. So what?</p><p>Here&#8217;s where the title of this post comes in. You can use this relatively obscure example of the Senate parliamentarian&#8217;s role in budget scoring to understand why U.S. democratic institutions are fraying. Stable institutions require common values. We can infer the absence of common values from the absence of stability.</p><p>In other words, U.S. institutions were stable because they were held together by values, the common belief among elites and masses alike that orderly politics under existing rules and norms was more important than situational advantage on a policy proposal. That, for example, it was more important to have due process for everyone than to be able to kidnap people and send them to El Salvador, or that the executive branch would execute the laws passed by the legislative branch, or that you shouldn&#8217;t invade Greenland just because you feel like it.</p><p>This perspective clarifies what the deep problem in U.S. politics is. There are plenty of reasons to complain about the specific institutional features of U.S. democracy, and there are plenty of reforms that I would implement if I could. But U.S. institutions can hold if people share a common purpose, if they value the institutions and the orderly resolution of political conflict more than their favored policy proposals.</p><p>The root of the problem in U.S. politics is a crisis of values. Without common values, institutions are just expressions of power.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Deep Civil Society and Collective Action]]></title><description><![CDATA[Journalism. Higher education. The federal bureaucracy. Nonprofits. The military. And now the law firms.]]></description><link>https://tompepinsky.substack.com/p/deep-civil-society-and-collective</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/deep-civil-society-and-collective</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Fri, 21 Mar 2025 13:25:45 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!tL0G!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p>Across the United States right now, the same conversation is happening in these and other establishment professions. Career professionals are keenly aware that the Trump administration has put their institutions under enormous pressure to comply with their demands&#8212;some of which are lawful, many of which are not&#8212;in order to preserve their access to federal funds and avoid further sanction.</p><p>Recognizing the importance of the moment, and the systemic implications of lawsuits and pressure against any individual entity (<a href="https://www.nbcnews.com/news/us-news/columbia-university-signals-will-comply-trump-administrations-demands-rcna197110">Columbia</a>, <a href="https://www.nbcnews.com/tech/tech-news/meta-agrees-pay-25-million-settle-trump-lawsuit-rcna189918">NBC News</a>, <a href="https://www.theguardian.com/us-news/2025/mar/20/trump-rescinds-executive-order-paul-weiss">Paul, Weiss</a>) these professionals look to their owners, administrators, superiors, and founding partners for leadership and guidance. There are some positive signs of principled leadership from leading institutions, such as the recent <em><a href="https://www.theatlantic.com/ideas/archive/2025/03/columbia-academic-freedom/682088/">Atlantic </a></em><a href="https://www.theatlantic.com/ideas/archive/2025/03/columbia-academic-freedom/682088/">piece</a> by Princeton University President Jonathan Eisgruber condemning Trump&#8217;s attack on Columbia, and Supreme Court Chief Justice John Roberts issuing a <a href="https://apnews.com/article/donald-trump-federal-judges-impeachment-29da1153a9f82106748098a6606fec39">rare public statement on the independence of the judiciary branch</a>.</p><p>But in the main, professional leaders in journalism, higher education, the military, and the legal profession have been mostly silent. And so these conversations&#8212;<em>will the administration come after [members of my profession]?</em> <em>will our leaders defend [my profession] if they come after our own institution&#8212;</em>continue quietly, privately, at the dinner table, in the group chat, with the doors closed and the phones off.</p><p>This is a <em>collective action</em> crisis for civil society. It is not an acute crisis for activists, movement leaders, and others who work at the forefront of resistance to the policy of all presidential administrations, past and present.* Rather, it is a crisis of the intermediate institutions that enable the functioning of civil society within the United States, what I call <em>deep civil society</em>. The legal profession, which provides activists and citizens with resources to press their demands and defend their rights. The educational sector that prepares young people for careers in the private and public sectors. Journalists who cover the most powerful politicians and oligarchs alongside the poor and the excluded. Federal workers who ensure that the laws passed by Congress are faithfully executed. And the security sector that ensures the safety and security of citizens and residents, at home and abroad.</p><p>Despite the constant drumbeat from social media and the administration&#8217;s social media propagandists about how these institutions are poisoned by woke and captured by radicals, deep civil society is, by its very nature, <em>fundamentally conservative</em>. These are institutions where rank, status, and seniority are broadly accepted as natural and appropriate. They are institutions where professional and administrative staff believe in their public mission, and their public responsibility.** There are countless links between the public and private sides of deep civil society, from federal funds that support advanced research to professional relationships between officer corps and the legal profession. Academics consult with the military because both sides believe that U.S. military power must be used wisely, judiciously, and effectively. Bureaucrats leak to journalists because they know and respect one another.</p><p>The puzzling feature of the current moment is that despite these many linkages, and despite their common concerns, there is very little public recognition of deep civil society&#8217;s common plight. It is a collective action problem in two senses. First, within each sphere, individuals recognize the value of a collective response, and fearful of sticking their head out over the ramparts. The law firms are waiting for some elite firm that will take a principled stand against the administration. Higher education is waiting for more Eisgrubers.</p><p>But second, it is a collective action problem in that each sphere&#8212;from journalism to the security sector&#8212;is strengthened by leadership from the others. A legal profession that refuses to knuckle under makes it difficult for any administration to target journalists and teachers. A military that refuses to obey unlawful orders will not intimidate bureaucrats and public servants. And so forth.</p><p>Overcoming collective action problems is notoriously difficult. It is especially difficult for conservative institutions facing real consequences for speaking out first. One way to incentivize collective behavior is to offer selective incentives to those who do the work of organizing and mobilizing. In this context, this means public leadership. One such selective incentive is acclaim. Some law firms, some administrators, and some bureaucrats will be remembered as <a href="https://en.wikipedia.org/wiki/Philippe_P%C3%A9tain">Marshal P&#233;tain</a>. Others will be remembered as <a href="https://en.wikipedia.org/wiki/Charles_de_Gaulle">Charles de Gaulle</a>.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!tL0G!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!tL0G!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png 424w, /__u/substackcdn.com/image/fetch/$s_!tL0G!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png 848w, /__u/substackcdn.com/image/fetch/$s_!tL0G!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png 1272w, /__u/substackcdn.com/image/fetch/$s_!tL0G!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!tL0G!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png" width="1023" height="527" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:527,&quot;width&quot;:1023,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!tL0G!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png 424w, /__u/substackcdn.com/image/fetch/$s_!tL0G!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png 848w, /__u/substackcdn.com/image/fetch/$s_!tL0G!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png 1272w, /__u/substackcdn.com/image/fetch/$s_!tL0G!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcee35b04-8a75-4bf4-9b59-26b81daaa78d_1023x527.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Yes, the lords have lands and castles. But their supporters will follow them, if they are willing to lead.</figcaption></figure></div><blockquote><p>The other way to overcome collective action is to reject its very framing. The individual incentives are real. But the collective incentives are also real. As many have said over the years, we hang together, or we hang apart. Deep civil society is fragmented, individuated; the current moment requires a collective response based on <em>collective recognition</em> of our mutual fate and our mutual strength. So be it.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!9xOu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!9xOu!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png 424w, /__u/substackcdn.com/image/fetch/$s_!9xOu!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png 848w, /__u/substackcdn.com/image/fetch/$s_!9xOu!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png 1272w, /__u/substackcdn.com/image/fetch/$s_!9xOu!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!9xOu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png" width="604" height="642" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:642,&quot;width&quot;:604,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!9xOu!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png 424w, /__u/substackcdn.com/image/fetch/$s_!9xOu!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png 848w, /__u/substackcdn.com/image/fetch/$s_!9xOu!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png 1272w, /__u/substackcdn.com/image/fetch/$s_!9xOu!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61336ea5-c84d-4fb0-8af4-1a1c937b121f_604x642.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Shining with brightness / Always on surveillance / (<em>The eyes, they never close</em>) / Emblem of vigilance</figcaption></figure></div><h3>NOTE</h3><blockquote><p>The header image is from <a href="https://www.newyorker.com/magazine/2025/03/24/democratic-resistance-strategies">Emily Flake in this week&#8217;s </a><em><a href="https://www.newyorker.com/magazine/2025/03/24/democratic-resistance-strategies">The New Yorker</a></em>.</p><p>* There is <em>plenty</em> to worry about for these groups too. But that is a different essay.</p><p>** Ask a lawyer why they will do legal work that benefits terrible people. The answer is not <em>because they deserve it</em>. The answer is <em>because our constitutional order requires it</em>.</p></blockquote>]]></content:encoded></item><item><title><![CDATA[Everyday Authoritarianism is Maddening and Stupid]]></title><description><![CDATA[Eight years ago, I wrote a post on this blog entitled &#8220;Everyday Authoritarianism is Boring and Tolerable.&#8221; A slightly edited version did some numbers when it appeared at Vox as &#8220;Life in authoritarian states is mostly boring and tolerable.&#8221; The point was to illustrate the banality and ordinariness of authoritarian politics in the modern world.]]></description><link>https://tompepinsky.substack.com/p/everyday-authoritarianism-is-maddening</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/everyday-authoritarianism-is-maddening</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Mon, 17 Feb 2025 17:16:05 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Ugk4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Eight years ago, I wrote a post on this blog entitled &#8220;<a href="https://tompepinsky.com/2017/01/06/everyday-authoritarianism-is-boring-and-tolerable/">Everyday Authoritarianism is Boring and Tolerable</a>.&#8221; A slightly edited version did some numbers when it appeared at <em>Vox</em> as &#8220;<a href="https://www.vox.com/the-big-idea/2017/1/9/14207302/authoritarian-states-boring-tolerable-fascism-trump">Life in authoritarian states is mostly boring and tolerable</a>.&#8221; The point was to illustrate the banality and ordinariness of authoritarian politics in the modern world. In most modern cases, authoritarian rule is not immediately dangerous to most people. Life goes on, mostly like normal, most of the time, for the majority. I was inspired by the case of Malaysia, a perfectly lovely and stable country that had endured authoritarian rule for nearly half a century.</p><blockquote><p>Living in Malaysia and working on Malaysian politics has taught me something important about authoritarianism from my perspective as an American. That is, the mental image of authoritarian rule in the minds of most Americans is completely unrealistic, and dangerously so&#8230;.</p><p>The mental image that most American harbor of what actual authoritarianism looks like is fantastical and cartoonish. This vision of authoritarian rule has jackbooted thugs, all-powerful elites acting with impunity, poverty and desperate hardship for everyone else, strict controls on political expression and mobilization, and a dictator who spends his time ordering the murder or disappearance of his opponents using an effective and wholly compliant security apparatus. This image of authoritarianism comes from the popular media (dictators in movies are never constrained by anything but open insurrection), from American mythmaking about the Founding (and the Second World War and the Cold War), and from a kind of &#8220;imaginary othering&#8221; in which the opposite of democracy is the absence of everything that characterizes the one democracy that one knows.</p><p>Still, that fantastical image of authoritarianism is entirely misleading as a description of modern authoritarian rule and life under it. It is a description, to some approximation, of <em>totalitarianism</em>. Carl Friedrich is the best on totalitarianism (see <a href="http://www.iwm.at/temp/Friedrich.pdf">PDF</a>), and Hannah Arendt of course on its emergence (<a href="https://monoskop.org/images/4/4e/Arendt_Hannah_The_Origins_of_Totalitarianism_1962.pdf">PDF</a>). But Arendt and Friedrich were very clear that totalitarianism is exceptional as a form of politics.</p><p>The reality is that everyday life under the kinds of authoritarianism that exist today is very familiar to most Americans. You go to work, you eat your lunch, you go home to your family. There are schools and businesses, and some people &#8220;make it&#8221; through hard work and luck. Most people worry about making sure their kids get into good schools. The military is in the barracks, and the police mostly investigate crimes and solve cases. There is political dissent, if rarely open protest, but in general people are free to complain to one another. There are even elections. This is Malaysia, and many countries like it.</p><p>Everyday life in the modern authoritarian regime is, in this sense, boring and tolerable. <em>It is not outrageous</em>. Most critics, even vocal ones, are not going to be murdered like <a href="https://en.wikipedia.org/wiki/Anna_Politkovskaya">Anna Politkovskaya</a>, they are going to be frustrated. Most not-very-vocal critics will live their lives completely unmolested by the security forces. They will enjoy it when the trains run on time, blame the government when they do not, gripe at their taxes, and save for vacation. Elections, when they happen, will serve the &#8220;anesthetic function&#8221; that Philippe Schmitter attributed to elections in Portugal under Salazar in the greatly underappreciated in 1978 volume <em><a href="https://books.google.com.my/books?hl=en&amp;lr=&amp;id=TSCvCwAAQBAJ&amp;oi=fnd&amp;pg=PR7&amp;dq=%22elections+without+choice%22&amp;ots=zXgLwrCANy&amp;sig=rOsnAgd68ShrYoyRmQboPO0oVx0&amp;redir_esc=y#v=onepage&amp;q=anaesthetic&amp;f=false">Elections without Choice</a></em>.</p></blockquote><p>I wrote that essay in anticipation of the January 2017 inauguration of President Donald John Trump. The ensuing eight years have been a whirlwind: a disorganized presidency, a global pandemic, and failed insurrection in Washington DC, and now a return of President Donald John Trump to the White House.</p><p>Although life under authoritarianism is mostly boring and tolerable, it is also maddening and stupid. It is maddening because everyone, at some level, recognizes what is happening; citizens who value freedom and liberty either distract themselves with shiny baubles and idle games, or they speak out to a political class that is unwilling or incapable of responding. It is stupid because everyone knows that their government lies compulsively, repeatedly, openly, over the most trivial thing and for the most contemptable purposes.</p><p>Indeed, the speed with which the second Trump administration has sidelined the United States Constitution has been breathtaking. Less than a month after taking office, he has declared himself to be above the law, with the full endorsement of the richest and most powerful man in the world (who is also openly a Nazi-aligned white nationalist, see all <a href="https://en.wikipedia.org/wiki/Fourteen_Words">fourteen</a> flags):</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!Ugk4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!Ugk4!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png 424w, /__u/substackcdn.com/image/fetch/$s_!Ugk4!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png 848w, /__u/substackcdn.com/image/fetch/$s_!Ugk4!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Ugk4!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_webp, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!Ugk4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png" width="1000" height="809" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:809,&quot;width&quot;:1000,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!Ugk4!, /__u/tompepinsky.substack.com/w_424, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png 424w, /__u/substackcdn.com/image/fetch/$s_!Ugk4!, /__u/tompepinsky.substack.com/w_848, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png 848w, /__u/substackcdn.com/image/fetch/$s_!Ugk4!, /__u/tompepinsky.substack.com/w_1272, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Ugk4!, /__u/tompepinsky.substack.com/w_1456, /__u/tompepinsky.substack.com/c_limit, /__u/tompepinsky.substack.com/f_auto, /__u/tompepinsky.substack.com/q_auto:good, /__u/tompepinsky.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F193dd3c4-a35f-4f60-a968-7904a8d4e49c_1000x809.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>It is hard to imagine such a statement from an elected politician in normal times. The United States, though, is no longer a normal democracy, if it is functionally a democracy at all.</p><p>The Trump administration is not only sidelining the Constitution, it is being given free rein to implement any decision that Elon Musk desires by weak, do-nothing Congress. The Democrats in opposition struggle to find a voice because they lost. The Congressional GOP, for its part, no longer has a purpose. They have the numbers to pass laws and hold the executive branch to account, but will not exercise them. This is tragically shortsighted, for as the Founders understood, a Congress that surrenders its power to the president will never claw that power back again. Frustration among Democrats is understandable, as they are the losers. Surrender by the GOP makes sense only as a form of dominance politics. If the Democrats are losers, then the Congressional GOP are cucks.</p><p>This time around, I am less optimistic that life under authoritarianism will be boring and tolerable for most people. Some of my earlier points still stand:</p><blockquote><p>&#8230;asking if &#8220;the people&#8221; will tolerate authoritarian rule. The premise upon which this question is based is that authoritarianism is intolerable generally. It turns out that most people express democratic values, but living in a complicated world in which people care more about more things than just their form of government, it is easy to see that given an orderly society and a functioning economy, democratic politics may become a low priority. The answer to the question &#8220;will &#8216;the people&#8217; tolerate authoritarian rule?&#8221; is <em>yes, absolutely</em>.</p></blockquote><p>But I was wrong about how visible an end to democracy would be.</p><blockquote><p>Most Americans conceptualize a hypothetical end of American democracy in Apocalyptic terms. But actually, you usually learn that you are no longer living in a democracy not because The Government Is Taking Away Your Rights, or passing laws that you oppose, or because there is a coup or a quisling. You know that you are no longer living in a democracy because the elections in which you are participating no longer can yield political change.</p></blockquote><p>This time around, there are quislings (<a href="https://project2025admin.com/personnel/emil-bove/">look around</a>). It is plain that the law is not on the administration&#8217;s side, but it is also clear that they are not constrained by any federal judge&#8217;s rulings. The Supreme Court will eventually need to hear these cases, and it has proven to embrace an expansive understanding of the <a href="https://en.wikipedia.org/wiki/State_of_exception">exceptional power of the executive branch</a>. And the Justice Department was just publicly eviscerated by the Trump administration, who forced the U.S. attorneys in New York to dismiss corruption charges against New York mayor Eric Adams in exchange for a political favor. Then Adams and Trump&#8217;s Border Czar, Tom Homan, <a href="https://www.nbcnews.com/politics/justice-department/trumps-border-czar-tells-eric-adams-butt-nyc-mayor-breaks-vow-help-ice-rcna192201">went on TV and talked about it</a>. And then <a href="https://nypost.com/2025/02/16/us-news/homan-says-its-responsible-to-ask-feds-to-probe-aoc-for-giving-migrants-tips-to-dodge-law/">Homan threatened Representative Alexandria Ocasio-Cortez for teaching people about their rights</a>.</p><p>All of this happened in the open. None of this is a secret, and there are no consequences. In the meantime, the administration has articulated a frightening interpretation of the architecture of the U.S. Constitution, holding that&#8212;in the words of the Vice President&#8212;&#8220;<a href="https://www.nytimes.com/2025/02/09/us/politics/vance-trump-federal-courts-executive-order.html">Judges aren&#8217;t allowed to control the executive&#8217;s legitimate power</a>.&#8221; Everyone knows this is false. And yet we must hear it.</p><p>Life is neither boring nor tolerable right now, just maddening and stupid. And if I am right, what will happen next is, ordinary people will look to anyone who can provide stability and order. When politics is maddening and stupid, people will be glad for boring and tolerable.</p>]]></content:encoded></item><item><title><![CDATA[Science and International Studies are the Foundation of American Power]]></title><description><![CDATA[The second Donald Trump administration has targeted science and international studies for devastating cuts in financing, coupled with unprecedented levels of ideological screening of scientific and educational activities.]]></description><link>https://tompepinsky.substack.com/p/science-and-international-studies</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/science-and-international-studies</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Mon, 10 Feb 2025 19:46:43 GMT</pubDate><content:encoded><![CDATA[<p>The second Donald Trump administration has targeted science and international studies for devastating cuts in financing, coupled with unprecedented levels of ideological screening of scientific and educational activities. Led by Elon Musk, whose illegal access of private data and financial infrastructure is <em>itself</em> a shocking threat to national security, this lawless exercise of power by team of inexperienced private individuals without any security clearance whatsoever threatens to overturn a century of U.S. preeminence in science and higher education. Recent press coverage has <a href="https://www.nytimes.com/2025/02/03/us/politics/musk-federal-government.html">begun to identify the depths of Musk&#8217;s threat to national security</a>, and elected officials have begun to sound the alarm about the <a href="https://democrats-appropriations.house.gov/news/fact-sheets/background-unlawful-impoundment-president-trumps-executive-orders">blatant illegality of these and other actions taken in Donald Trump&#8217;s name</a>.</p><p>These pieces focus on administrative law, legal process, and the separation of powers. But lost in this discussion are the concrete risks to the United States national security that would follow from these plans to cut funding for basic and applied science, monitor scientific research for politically incorrect speech, and gut core higher education funding mechanisms for topics like international and area studies. These programs were created in order to support U.S. national interests, and cutting them&#8212;even if doing so were fully legal&#8212;would amount to a full surrender of the United States to aspiring strategic competitors around the world.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Tom Pepinsky! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><h3><strong>Great Powers Build Science and Education. Declining Powers Cut It</strong></h3><p>First, the facts. There has never been a global power in the history of the world that did not invest public funds heavily in science and international studies through higher education. That is because every great power has understood the strategic value of higher education for creating a flexible knowledge base that can be deployed to confront unpredictable world events with national security implications. This is true of Germany before the wars, of the Soviet Union during the Cold War, of the UK during the 20th century, and the People&#8217;s Republic of China today. Funding to science and international studies is not an indulgence to support cozy academic communities and hifalutin theory work. Rather, it is a concrete way to commit public funds to encourage innovation, translational research, and deep knowledge building that creates repositories of expertise that every U.S. administration since Truman has recognized as foundational for U.S. national power.</p><p>Great powers achieve these goals through advanced teaching and basic and applied research. In some fields, it means bench science and lab work. In others, it means language study, cultural immersion, and historical expertise. It means teaching students to equip them with the factual knowledge and critical thinking required to confront unprecedented challenges. Research and teaching is always done&#8212;always and everywhere&#8212;with an eye towards the public returns to public investment.</p><p>At present, and for the past 50 years, the United States has had no peer competitor in this space. U.S. higher education supports the largest and most productive scientific communities in the world, the most comprehensive international studies programs in the world, and robust intellectual environments characterized by free speech, open criticism, and minimal political oversight.</p><p>No one should ignore the outstanding scientific research conducted in other countries, nor the deep area expertise found in other national educational systems. And no one should downplay the many cases of U.S. administrations of <em>using</em> science and area studies knowledge to pursue disastrous foreign policy choices, and to support <a href="https://en.wikipedia.org/wiki/Henry_Kissinger">blatantly immoral and illegal military and political strategies</a>. The point, rather, is that U.S. national power flows from its unparalleled intellectual and scientific environment.</p><p>By this, I don&#8217;t mean just <a href="https://en.wikipedia.org/wiki/Soft_power">soft power</a> (although that is also essential to U.S. preeminence). I mean specifically that the ability to design novel technical and military solutions to emerging security risks, to flexibly anticipate the consequences of changing international conditions, and to plan around a long-term perspective of U.S. national interest requires a scientific and intellectual community that is free to create, to innovate, to theorize, and to learn. No country in the modern world has developed these capacities without robust public-private partnerships and dedicated public funding.</p><p>The U.S. education and scientific community has no equal in this regard. We know this by revealed preference: every country in the world that aspires to improve its international standing recognizes that the United States is their aspirational comparison. We also know that the global market for U.S.-trained scientists and teachers is robust; that market, fairly or unfairly, is not symmetric. What holds back world powers like the People&#8217;s Republic of China back is their inability to cultivate an environment of intellectual openness. From the PRC to Nazi Germany, when politicians politicize higher education, science suffers, and with it, national security.</p><h3><strong>Knowledge is Hard Power</strong></h3><p>The best evidence of the value of science, of international and area studies, and of higher education more generally for supporting U.S. national interests comes from the symbiotic relationship between the U.S. defense and higher education sectors. Again, there is nothing usual about this arrangement: the same is true for defense and higher education in every global or regional power in the world (PRC, Germany, France, the UK, Japan, Taiwan, South Korea, Russia, Singapore, Australia&#8230; there is no exception).</p><p>The close relations between defense and higher education/science are not just about producing scientific and technological innovation, things like stealth technology, drones, cyberwarfare capabilities, and so on. It also extends to basic science, social science and history, and the humanities and arts. Every U.S. service academy offers majors in fields like <a href="https://www.usafa.edu/academic/english/">English</a>, <a href="https://www.usna.edu/Academics/Majors-and-Courses/Majors/Foreign-Area-Studies.php">Foreign Area Studies</a>, and <a href="https://www.westpoint.edu/academics/majors-and-minors/sociology-major">Sociology</a>. That is because the academies that train future defense leaders recognize the value of comprehensive, holistic education. Leaders are not just engineers: they are thinkers, creators, and builders.</p><p>The same is true for the cooperative relationship between defense and higher education in the thousands of public and private institutions of higher education around the country. To take one obvious example, every senior military officer in the United States will attest that robust area knowledge is essential for assuring military superiority over our peer competitors. Those who have led missions overseas will readily attest that they both desire and value expertise in social science and regional studies.</p><p>Of course, reckoning with the history of U.S. funding for science and international studies can be uncomfortable for some corners of U.S. higher education. This is especially so when it comes to the role of the Department of Defense (and the defense industry more generally), whose interests are often not aligned with those of individual researchers. There is a history of resistance to <a href="https://www.af.mil/News/Article-Display/Article/112290/rotc-programs-return-to-ivy-league-schools/">ROTC programs on certain campuses</a>. But even those college and university professors who are vocal critics of the U.S. foreign policy and military adventurism <em>invariably</em> welcome ROTC students into their courses with open arms. Almost without exception, they <em>prefer </em>to teach future officers, because they recognize the university&#8217;s solemn responsibility to educate future military leaders on how to act with wisdom, reason, and ethics. For their part, ROTC students, Foreign Area Officers, and other career military who pass through U.S. college and universities are some of the most motivated, committed, and serious students&#8212;and their careers are transformed by the experience.</p><p>Crippling science, area studies, and higher education more generally by subordinating it to the narrow political calculations of unaccountable actors is a recipe for defeat. Rather than looking to <a href="http://x.com/">Vichy Twitter</a> for uninformed commentary and vapid anti-intellectualism, our elected officials should look to defense and university leaders to understand how higher education supports U.S. national interests.</p><h3><strong>Robust Oversight Exists, But Anti-Science Activists Are Ignorant</strong></h3><p>One argument commonly invoked anti-science and anti-education activists is that public investments in higher education, science, and international studies are wasteful. This implies that public oversight and scrutiny over scientific research and public funding is needed. Such arguments betray the basic ignorance of those who make them, about the organization of public funding for science and higher education in the U.S. Federal agencies are governed by strong regulatory frameworks that manage how funds are allocated, how decisions are made, and how public benefit is measured. It is a very good idea to review these frameworks, to open them to public discussion, and to invite critical commentary from stakeholders and taxpayers. But to pretend that such oversight does not exist is ignorant and stupid.</p><p>As a consequence, expending bureaucratic energy to cancel National Science Foundation grants that say the word &#8220;diverse&#8221; in them is not just foolhardy and wasteful. It is defeatist. It is declinist. It is exactly what the U.S.&#8217;s lagging competitors currently do&#8212;the true U.S. advantage over aspiring world powers is specifically that our government does <em>not</em> make scientific research conditional on political correctness as determined by unelected political appointees. As the case of German universities during and after Nazi rule demonstrates, the effects of public funding cuts and ideological screening will be felt for decades to come. Canceling scientific research in the name of political correctness is what people who wish to surrender strategic dominance to foreign powers choose to do.</p><p>The best indicator of a declining national power is the belief among leading classes that education serves no point, that basic research has no public use, and that politicians should worm their way into the scientific process, prioritizing their own interests over logic, reason, and evidence. The U.S. is therefore at a decision point. Does it wish to cede strategic advantage to its competitors? Or does it wish to support the scientific environment that has made the United States the most powerful country in the world for 75 years?</p><h3><strong>How to Act</strong></h3><p>If you are a scientist or an educator who is reading this, and wondering how you can support our scholarly and scientific community, here are some ideas.</p><ol><li><p><strong>Call your elected representatives on the telephone</strong>. Many Americans believe that their voice does not matter. This is incorrect: your Senators and Representatives may not agree with you, but they will hear you. This is especially true if you believe that your Senator or Representative is unsympathetic. <em>These are the people who need to hear from you the most.</em></p></li><li><p><strong>Write the senior leadership team</strong> at your college or university, or the owners of the business where you work, and ask them to speak on your behalf. Almost certainly you can send an email to president@ABCD.edu, provost@ABCD.edu, or ceo@ABCD.com. It might not get a response, but it will be read.</p></li><li><p><strong>Write to your professional association&#8217;s leadership</strong> and invite them to speak up in defense of U.S. national interests. This is an area where the National Academies ought to collaborate; you can certainly ask them to do so.</p></li></ol><p>In all of these communications, your goal should be to communicate that cuts to education and science are threats to U.S. national security. You might also inform them that public education in the United States places world-class research institutions in every single one of the 50 states, and that these are significant local employers with clear spillovers for the local private sector. You might invite them to consult with officers in the U.S. military about their own educational experiences, to learn about what skills our colleges and universities impart. Finally, you may observe that no rigorous study of the return on investment for higher education finds that those returns are negative. The ROI on education for<a href="https://red.msudenver.edu/2019/oh-the-humanities-whats-the-roi/"> everyone, even humanities majors</a>, is positive, and sizeable.</p><p>The current political situation in the United States is a moment of clarity for industry leaders in science, education, and international studies. The decisions that this government makes in the coming weeks will have implications for decades to come. They should hear from you about it.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Tom Pepinsky! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item><item><title><![CDATA[Coming soon]]></title><description><![CDATA[This is Tom Pepinsky.]]></description><link>https://tompepinsky.substack.com/p/coming-soon</link><guid isPermaLink="false">https://tompepinsky.substack.com/p/coming-soon</guid><dc:creator><![CDATA[Tom Pepinsky]]></dc:creator><pubDate>Sun, 02 Feb 2025 00:34:03 GMT</pubDate><content:encoded><![CDATA[<p>This is Tom Pepinsky.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://tompepinsky.substack.com/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="/__u/tompepinsky.substack.com/subscribe"><span>Subscribe now</span></a></p>]]></content:encoded></item></channel></rss>