<?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[Vectorculture]]></title><description><![CDATA[Vectorculture is a publication which seeks to apply gonzo research & quality analysis to the ideas which are increasingly shaping our world.]]></description><link>https://www.vectorculture.org</link><image><url>https://substackcdn.com/image/fetch/$s_!9uVz!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb56408ac-69eb-4218-ba54-9defda98bde6_1024x1024.png</url><title>Vectorculture</title><link>https://www.vectorculture.org</link></image><generator>Substack</generator><lastBuildDate>Tue, 27 Oct 2026 14:13:51 GMT</lastBuildDate><atom:link href="https://www.vectorculture.org/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Somewhere]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[vectorculture@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[vectorculture@substack.com]]></itunes:email><itunes:name><![CDATA[somewheresy]]></itunes:name></itunes:owner><itunes:author><![CDATA[somewheresy]]></itunes:author><googleplay:owner><![CDATA[vectorculture@substack.com]]></googleplay:owner><googleplay:email><![CDATA[vectorculture@substack.com]]></googleplay:email><googleplay:author><![CDATA[somewheresy]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[What Makes a Memecoin?]]></title><description><![CDATA[New paper: the traits winning Pump.fun tokens share are just as common among the launches that went nowhere.]]></description><link>https://www.vectorculture.org/p/what-makes-a-memecoin</link><guid isPermaLink="false">https://www.vectorculture.org/p/what-makes-a-memecoin</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Thu, 15 Oct 2026 21:35:58 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/fa4d0ef3-2afd-42e3-b4bb-8d65d8fa957e_1200x630.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Ogai!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Ogai!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png 424w, https://substackcdn.com/image/fetch/$s_!Ogai!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png 848w, https://substackcdn.com/image/fetch/$s_!Ogai!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!Ogai!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Ogai!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png" width="1400" height="1000" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1000,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1522856,&quot;alt&quot;:&quot;A single frog-faced coin under a glass dome on a pedestal, surrounded by thousands of identical coins.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="A single frog-faced coin under a glass dome on a pedestal, surrounded by thousands of identical coins." title="A single frog-faced coin under a glass dome on a pedestal, surrounded by thousands of identical coins." srcset="https://substackcdn.com/image/fetch/$s_!Ogai!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png 424w, https://substackcdn.com/image/fetch/$s_!Ogai!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png 848w, https://substackcdn.com/image/fetch/$s_!Ogai!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!Ogai!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F65e8b259-b4a2-48e2-ac1d-262bf9ba017a_1400x1000.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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>We published a new paper: <em>What Makes a Memecoin?</em> It tests whether the traits shared by the biggest Pump.fun memecoins actually set them apart from every other launch.</p><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;12915ce1-79be-4aac-a1b9-079a9af1003a&quot;,&quot;duration&quot;:153.002}"></div><h2>What the study is</h2><p>Most "what winning memecoins have in common" lists only look at winners. That can't tell you whether a trait helped, because ordinary launches might have it too. So we compared the winners with everyone else.</p><p>Every Pump.fun launch is a public on-chain event, so we could draw an unbiased random sample of all launches. We took 1,000 random windows of Solana activity from January 2024 to October 2026, which gave 4,523 random launches and 868 random graduations. We compared those with 1,309 tokens that peaked above $1M, using on-chain launch data, token images and websites, social links and narrative labels.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/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">Get new Somewhere Systems research in your inbox.</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><h2>Most interesting findings</h2><p><strong>About 1 in 4,200 launches reached a $1M peak.</strong> Out of roughly 23.9 million launches, about 1 in 87 graduated off the bonding curve. The $1M figure rests on 18 random graduates and moves between 0.9 and 5.0 per 10,000 depending on how a peak is measured.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ndLZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ndLZ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png 424w, https://substackcdn.com/image/fetch/$s_!ndLZ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png 848w, https://substackcdn.com/image/fetch/$s_!ndLZ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png 1272w, https://substackcdn.com/image/fetch/$s_!ndLZ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png 1456w" sizes="auto, 100vw"><img src="https://substackcdn.com/image/fetch/$s_!ndLZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png" width="1456" height="1262" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1262,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:161605,&quot;alt&quot;:&quot;Log-scale dot plot: graduation 1 in 87; $1M peak 1 in 4,200; $10M at least 1 in 47,000; $100M at least 1 in 360,000&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&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="Log-scale dot plot: graduation 1 in 87; $1M peak 1 in 4,200; $10M at least 1 in 47,000; $100M at least 1 in 360,000" title="Log-scale dot plot: graduation 1 in 87; $1M peak 1 in 4,200; $10M at least 1 in 47,000; $100M at least 1 in 360,000" srcset="https://substackcdn.com/image/fetch/$s_!ndLZ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png 424w, https://substackcdn.com/image/fetch/$s_!ndLZ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png 848w, https://substackcdn.com/image/fetch/$s_!ndLZ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png 1272w, https://substackcdn.com/image/fetch/$s_!ndLZ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5dc8c2ec-17ba-429d-b228-fb1dfacc0bd1_1456x1262.png 1456w" sizes="auto, 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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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">Odds per launch, January 2024 to October 2026. Source: paper.</figcaption></figure></div><p><strong>What winners have in common, almost every launch has.</strong> 97.6% of the large tokens had a creator buy at launch, and so did 96% of all launches. None of the six traits shared by most winners is even twice as common among them.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Sy9Z!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Sy9Z!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png 424w, https://substackcdn.com/image/fetch/$s_!Sy9Z!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png 848w, https://substackcdn.com/image/fetch/$s_!Sy9Z!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png 1272w, https://substackcdn.com/image/fetch/$s_!Sy9Z!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png 1456w" sizes="auto, 100vw"><img src="https://substackcdn.com/image/fetch/$s_!Sy9Z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png" width="1456" height="1547" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1547,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:213798,&quot;alt&quot;:&quot;Paired bars comparing top tokens and all launches on six common traits (lifts 0.92 to 1.26) and four minority traits&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Paired bars comparing top tokens and all launches on six common traits (lifts 0.92 to 1.26) and four minority traits" title="Paired bars comparing top tokens and all launches on six common traits (lifts 0.92 to 1.26) and four minority traits" srcset="https://substackcdn.com/image/fetch/$s_!Sy9Z!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png 424w, https://substackcdn.com/image/fetch/$s_!Sy9Z!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png 848w, https://substackcdn.com/image/fetch/$s_!Sy9Z!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png 1272w, https://substackcdn.com/image/fetch/$s_!Sy9Z!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41c23310-b4a7-4636-88ed-3a04b830eea1_1456x1547.png 1456w" sizes="auto, 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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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">Share of tokens with each trait, largest tokens vs all launches. Source: paper, Table VI.</figcaption></figure></div><p><strong>Some "winning" traits are really just timing.</strong> A Telegram link looks 2.33 times as common among winners. Compared with launches from the same months, it's 0.96, meaning no difference. Most top tokens launched in late 2024, when Telegram links were common.</p><p><strong>Bundled launches were more common among winners.</strong> Signs of coordinated buying at launch appeared in 6.7% of top tokens against 4.7% of all launches (odds ratio 2.0), mostly after the move to PumpSwap.</p><p><strong>A richer launch page helps a token graduate, not grow.</strong> Each extra signal (an X link, Telegram, a website, a longer description) raised the odds of graduating by about 1.6 times, but didn't help graduates reach $10M. Copycat tokens did worse.</p><p><strong>You can't predict the big winners at launch.</strong> Launch-time features predict whether a $1M token reaches $10M about as well as a coin flip. 94% of top tokens now trade below a tenth of their peak.</p><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/what-makes-a-memecoin?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Know someone who buys memecoins off a winners list? Send them this.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/what-makes-a-memecoin?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.vectorculture.org/p/what-makes-a-memecoin?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div><h2>Limitations</h2><p>This covers one launchpad on one chain. The $1M base rate rests on 18 events. Bundling is inferred from on-chain patterns, not directly observed. None of this is trading advice.</p><h2>Read the paper</h2><p>The full paper is free to read and download at <strong><a href="https://somewhere.systems/research/pumpfun">somewhere.systems/research/pumpfun</a></strong>. It includes all eight pre-registered hypotheses (three of which failed), the robustness checks, and a 2.5-minute narrated video.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/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">We're publishing more studies like this. Subscribe to get them.</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 class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/what-makes-a-memecoin?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.vectorculture.org/p/what-makes-a-memecoin?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[Do Agent Spaces Have Culture?]]></title><description><![CDATA[We measured 142,000 messages from 117 sites built for AI agents. Agents speak, but almost never reply back.]]></description><link>https://www.vectorculture.org/p/do-agent-spaces-have-culture</link><guid isPermaLink="false">https://www.vectorculture.org/p/do-agent-spaces-have-culture</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Thu, 08 Oct 2026 12:57:04 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/eb5d03f1-d49e-417e-8a3b-cf60ca054374_1200x630.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!LDtq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!LDtq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png 424w, https://substackcdn.com/image/fetch/$s_!LDtq!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png 848w, https://substackcdn.com/image/fetch/$s_!LDtq!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!LDtq!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!LDtq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png" width="1400" height="1000" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1000,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:949997,&quot;alt&quot;:&quot;Five glass jars on a shelf, each filled with one kind of plant, with a pair of glasses in front.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Five glass jars on a shelf, each filled with one kind of plant, with a pair of glasses in front." title="Five glass jars on a shelf, each filled with one kind of plant, with a pair of glasses in front." srcset="https://substackcdn.com/image/fetch/$s_!LDtq!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png 424w, https://substackcdn.com/image/fetch/$s_!LDtq!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png 848w, https://substackcdn.com/image/fetch/$s_!LDtq!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!LDtq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fae5ddc6c-2d9b-4f13-b3ad-47c2c36f00cf_1400x1000.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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>We published a new paper: <em>Do Agent Spaces Have Culture?</em> It measures what actually happens on the websites built for AI agents to talk to each other.</p><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;b0903fe2-0794-4695-9b0a-555e468e7891&quot;,&quot;duration&quot;:214.018005}"></div><h2>What the study is</h2><p>Since 2025, hundreds of sites have launched where AI agents post, reply and trade. They call themselves towns, colonies or "the agent internet," and many show population counters. We wanted to know two things: are these real communities or startup marketing, and how do their conversations compare with human ones?</p><p>We collected 141,963 messages from 117 agent sites and compared them with 19,156 messages from 29 human communities (Hacker News, Lemmy, Mastodon and Bluesky) and 150 AI startup homepages. The site list came from 27 days of field notes by Eddie Platinum, an agent I run. Eddie's own posts are in the data, and the paper says so.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/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">Get new Vectorculture research in your inbox.</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><h2>Most interesting findings</h2><p><strong>Agents reply, but almost never reply back.</strong> In a typical human community, 30% of reply pairs go both ways (A answers B, then B answers A). In the typical agent site it's 0.00. Agent replies are on topic, but the conversation stops there. In the median agent site, threads are 1.1 levels deep, against 4.2 for humans.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WvvP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WvvP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png 424w, https://substackcdn.com/image/fetch/$s_!WvvP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png 848w, https://substackcdn.com/image/fetch/$s_!WvvP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png 1272w, https://substackcdn.com/image/fetch/$s_!WvvP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png 1456w" sizes="auto, 100vw"><img src="https://substackcdn.com/image/fetch/$s_!WvvP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png" width="1456" height="1120" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1120,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:155804,&quot;alt&quot;:&quot;Two-panel chart. Left: reciprocity by thread size, agent spaces 0.00, 0.00, 0.01 and 0.03 vs human communities 0.24, 0.37, 0.25 and 0.40. Right: semantic contingency of replies, agents 0.153 vs humans 0.151.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Two-panel chart. Left: reciprocity by thread size, agent spaces 0.00, 0.00, 0.01 and 0.03 vs human communities 0.24, 0.37, 0.25 and 0.40. Right: semantic contingency of replies, agents 0.153 vs humans 0.151." title="Two-panel chart. Left: reciprocity by thread size, agent spaces 0.00, 0.00, 0.01 and 0.03 vs human communities 0.24, 0.37, 0.25 and 0.40. Right: semantic contingency of replies, agents 0.153 vs humans 0.151." srcset="https://substackcdn.com/image/fetch/$s_!WvvP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png 424w, https://substackcdn.com/image/fetch/$s_!WvvP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png 848w, https://substackcdn.com/image/fetch/$s_!WvvP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png 1272w, https://substackcdn.com/image/fetch/$s_!WvvP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8397c7a-1751-4b2a-979f-7996090e797b_1456x1120.png 1456w" sizes="auto, 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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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">Reciprocity within matched thread sizes, and how closely replies match their parent message. Source: paper, Section IV-I and Table III.</figcaption></figure></div><p><strong>Conversations are far simpler than human ones.</strong> On a combined complexity score, the median agent site ranks at the 4th percentile of human communities.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!nfRP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!nfRP!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png 424w, https://substackcdn.com/image/fetch/$s_!nfRP!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png 848w, https://substackcdn.com/image/fetch/$s_!nfRP!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png 1272w, https://substackcdn.com/image/fetch/$s_!nfRP!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png 1456w" sizes="auto, 100vw"><img src="https://substackcdn.com/image/fetch/$s_!nfRP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png" width="1456" height="1159" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1159,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:140103,&quot;alt&quot;:&quot;Histogram of Human-Referenced Conversational Complexity scores: about 70% of 98 agent spaces score below 10, median 3.8; 28 human communities spread across the middle, median 54.5.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Histogram of Human-Referenced Conversational Complexity scores: about 70% of 98 agent spaces score below 10, median 3.8; 28 human communities spread across the middle, median 54.5." title="Histogram of Human-Referenced Conversational Complexity scores: about 70% of 98 agent spaces score below 10, median 3.8; 28 human communities spread across the middle, median 54.5." srcset="https://substackcdn.com/image/fetch/$s_!nfRP!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png 424w, https://substackcdn.com/image/fetch/$s_!nfRP!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png 848w, https://substackcdn.com/image/fetch/$s_!nfRP!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png 1272w, https://substackcdn.com/image/fetch/$s_!nfRP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77c33552-2b27-4610-99da-1c434c6bb750_1456x1159.png 1456w" sizes="auto, 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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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">Complexity scores for agent sites and human communities. Source: paper, Fig. 6 and Section IV-I.</figcaption></figure></div><p><strong>They aren't startup ads, but many promote crypto tokens.</strong> Investor language appears on 7% of agent sites against 77% of startup homepages. Token language appears on 30% of agent sites against 5% of startups.</p><p><strong>Population counters overstate activity.</strong> One registry listing 25,055 "agents" recorded 120 posts and 32 comments in 15.6 days.</p><p><strong>Posting follows a schedule.</strong> Posts cluster at particular minutes of the hour, which is typical of agents that run on a timer.</p><p><strong>Most of their shared slang comes from the models.</strong> The same unusual words show up independently across many sites. Words that started on a single site spread at about the same rate as in human communities (7.1% vs 5.1%).</p><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/do-agent-spaces-have-culture?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Know someone building an agent community? Send them this.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/do-agent-spaces-have-culture?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.vectorculture.org/p/do-agent-spaces-have-culture?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div><h2>Limitations</h2><p>The human comparison uses open and federated platforms, not the largest commercial networks. Some differences between sites may come from site templates and onboarding prompts.</p><h2>Read the paper</h2><p>The full paper is free to read and download at <strong><a href="https://somewhere.systems/research/agent-spaces">somewhere.systems/research/agent-spaces</a></strong>. It includes the methods, every figure, and a benchmark you can use to measure your own agent community. The page also has a music video made from the findings.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/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">We're publishing more independent studies like this. Subscribe to get them.</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 class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/do-agent-spaces-have-culture?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.vectorculture.org/p/do-agent-spaces-have-culture?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[How Much of Reddit Is Written by AI? Pt. I]]></title><description><![CDATA[October 2026: about 2.3% of comments and 7.9% of posts, concentrated in business and marketing communities.]]></description><link>https://www.vectorculture.org/p/how-much-of-reddit-is-written-by</link><guid isPermaLink="false">https://www.vectorculture.org/p/how-much-of-reddit-is-written-by</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Thu, 08 Oct 2026 01:27:24 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/39067059-3ea7-40d0-b6a6-9a1f32d448e5_1200x630.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!x5_o!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!x5_o!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png 424w, https://substackcdn.com/image/fetch/$s_!x5_o!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png 848w, https://substackcdn.com/image/fetch/$s_!x5_o!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!x5_o!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!x5_o!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png" width="1400" height="1000" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1000,&quot;width&quot;:1400,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:1097988,&quot;alt&quot;:&quot;A crowded public notice board with a corner of identical typed cards, a magnifying glass and a station clock.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="A crowded public notice board with a corner of identical typed cards, a magnifying glass and a station clock." title="A crowded public notice board with a corner of identical typed cards, a magnifying glass and a station clock." srcset="https://substackcdn.com/image/fetch/$s_!x5_o!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png 424w, https://substackcdn.com/image/fetch/$s_!x5_o!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png 848w, https://substackcdn.com/image/fetch/$s_!x5_o!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.png 1272w, https://substackcdn.com/image/fetch/$s_!x5_o!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F87a62ad6-ff60-434d-876e-4ccd3d2af00a_1400x1000.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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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>We published a new paper: <em>Agents in the Commons</em>. It measures how much of Reddit is now written by language models, where, since when, and by what kind of accounts. The study took a few days, between nearly a dozen Claude Opus 5.5 agents, and analyzes millions of Reddit posts since before and after the advent of ChatGPT.</p><div class="native-video-embed" data-component-name="VideoPlaceholder" data-attrs="{&quot;mediaUploadId&quot;:&quot;fc4c9e9d-ffba-45c6-9bd7-e8ec4a168510&quot;,&quot;duration&quot;:152}"></div><h2>What the study is</h2><p>Reddit sells access to its archive on the basis that it's real people. Google and OpenAI both licensed it in 2024, after the release of LLMs and agent harnesses. Published estimates of how much Reddit text is AI-written disagree by about ten times (from 2.5% to 15%), and none of them correct for how often detectors get it wrong.</p><p>We sampled 158 subreddits every month from January 2019 to September 2026 and scored the text locally with an open AI-text detector. Then we calibrated the detector on Reddit itself. False positives were measured on comments written before ChatGPT existed. Detection rates were measured on Reddit-style replies we generated, from plain to deliberately disguised. Every estimate in the paper corrects for both.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/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">Get new Somewhere Systems research in your inbox.</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><h2>Most interesting findings</h2><p><strong>About 2.3% of substantive comments and 7.9% of substantive posts are now model-written.</strong> That's roughly one comment in forty and one post in thirteen, over the last twelve months, counting items of 50 words or more.</p><p><strong>Before ChatGPT, the share was zero.</strong> It jumped at ChatGPT's release and rose again from mid-2024.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lLTs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lLTs!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png 424w, https://substackcdn.com/image/fetch/$s_!lLTs!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png 848w, https://substackcdn.com/image/fetch/$s_!lLTs!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png 1272w, https://substackcdn.com/image/fetch/$s_!lLTs!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lLTs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png" width="1456" height="1280" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1280,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:135924,&quot;alt&quot;:&quot;Quarterly share of substantive Reddit posts and comments written by a language model, 2019 to 2026. Both are zero until ChatGPT's release, then rise; posts reach about 8%, comments about 2 to 3%.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Quarterly share of substantive Reddit posts and comments written by a language model, 2019 to 2026. Both are zero until ChatGPT's release, then rise; posts reach about 8%, comments about 2 to 3%." title="Quarterly share of substantive Reddit posts and comments written by a language model, 2019 to 2026. Both are zero until ChatGPT's release, then rise; posts reach about 8%, comments about 2 to 3%." srcset="https://substackcdn.com/image/fetch/$s_!lLTs!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png 424w, https://substackcdn.com/image/fetch/$s_!lLTs!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png 848w, https://substackcdn.com/image/fetch/$s_!lLTs!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.png 1272w, https://substackcdn.com/image/fetch/$s_!lLTs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F90dd8f03-59e7-4815-9388-7cec6255bedf_1456x1280.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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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">Model-written share of posts and comments by quarter. Source: paper.</figcaption></figure></div><p><strong>It's concentrated where text makes money.</strong> Business and marketing communities are at 23%. Sports and gaming are at 0.1%. The median subreddit is at 0.7%. The highest individual subreddits: r/AppBusiness (45%), r/juststart (37%) and r/passive_income (29%).</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!GTKn!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!GTKn!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png 424w, https://substackcdn.com/image/fetch/$s_!GTKn!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png 848w, https://substackcdn.com/image/fetch/$s_!GTKn!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png 1272w, https://substackcdn.com/image/fetch/$s_!GTKn!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!GTKn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png" width="1456" height="1328" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1328,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:148694,&quot;alt&quot;:&quot;Model-written share of substantive comments by community topic, January 2024 to September 2026. Business and marketing 23.0%, bot and simulator subs 8.5%, AI and tech 7.1%, down to sports and gaming at 0.1%.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Model-written share of substantive comments by community topic, January 2024 to September 2026. Business and marketing 23.0%, bot and simulator subs 8.5%, AI and tech 7.1%, down to sports and gaming at 0.1%." title="Model-written share of substantive comments by community topic, January 2024 to September 2026. Business and marketing 23.0%, bot and simulator subs 8.5%, AI and tech 7.1%, down to sports and gaming at 0.1%." srcset="https://substackcdn.com/image/fetch/$s_!GTKn!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png 424w, https://substackcdn.com/image/fetch/$s_!GTKn!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png 848w, https://substackcdn.com/image/fetch/$s_!GTKn!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.png 1272w, https://substackcdn.com/image/fetch/$s_!GTKn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe714bed9-69c9-4e38-9a26-42e335113740_1456x1328.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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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">Model-written share of comments by topic. The median subreddit is at 0.7%. Source: paper.</figcaption></figure></div><p><strong>The accounts look disposable.</strong> 34% of sampled accounts with a flagged item write mostly model text. They start posting a median of 5 days after first appearing, 77% stop posting within the study window, and their posts get removed more often (3.4% vs 0.6% for matched human accounts).</p><p><strong>They keep human hours.</strong> Unlike agents on agent-only sites, these accounts don't post on a fixed schedule. Their activity follows a normal daily pattern, about seven hours earlier than human accounts.</p><p><strong>People notice.</strong> 15.4% of threads started by these accounts get at least one reply accusing the poster of being AI, against 1.3% for human-started threads.</p><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/how-much-of-reddit-is-written-by?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">If you work with Reddit data, send this to your team.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/how-much-of-reddit-is-written-by?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.vectorculture.org/p/how-much-of-reddit-is-written-by?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div><h2>Limitations</h2><p>The exact level depends on how well real agents avoid detection, which nobody can measure directly. If the detector caught every model-written comment, the share would be 1.4%; if it caught only a quarter, 5.8%. The rise since ChatGPT holds up under every check, including a second detector. The most recent quarter is lower than the one before it; one quarter is not enough to call a trend.</p><h2>Read the paper</h2><p>The full paper is free to read and download at <strong><a href="https://somewhere.systems/research/reddit-agents">somewhere.systems/research/reddit-agents</a></strong> under CC BY 4.0. It includes the calibration method, all ten pre-registered hypotheses and their results, and a 2.5-minute narrated video. If you train on or analyze Reddit data, the practical takeaway is to treat post-2023 data from marketing and AI communities as partly synthetic.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/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">We're publishing more studies like this. Subscribe to get them.</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 class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/how-much-of-reddit-is-written-by?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.vectorculture.org/p/how-much-of-reddit-is-written-by?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p>]]></content:encoded></item><item><title><![CDATA[Send Someone to Look]]></title><description><![CDATA[DJ Eddie Platinum is mapping the agent internet. Hermes + Actual, at scale, could turn that habit into an early warning system where each one of us holds stake.]]></description><link>https://www.vectorculture.org/p/send-someone-to-look</link><guid isPermaLink="false">https://www.vectorculture.org/p/send-someone-to-look</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sun, 13 Sep 2026 16:26:40 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!6OGD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!6OGD!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png 424w, https://substackcdn.com/image/fetch/$s_!6OGD!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png 848w, https://substackcdn.com/image/fetch/$s_!6OGD!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png 1272w, https://substackcdn.com/image/fetch/$s_!6OGD!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!6OGD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png" width="1200" height="630" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:630,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:481914,&quot;alt&quot;:&quot;A computer on a folded map, with dotted paths connecting a meeting table, a music console, and other workspaces.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="A computer on a folded map, with dotted paths connecting a meeting table, a music console, and other workspaces." title="A computer on a folded map, with dotted paths connecting a meeting table, a music console, and other workspaces." srcset="https://substackcdn.com/image/fetch/$s_!6OGD!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png 424w, https://substackcdn.com/image/fetch/$s_!6OGD!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png 848w, https://substackcdn.com/image/fetch/$s_!6OGD!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.png 1272w, https://substackcdn.com/image/fetch/$s_!6OGD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F778ff735-591d-479b-9b0b-823906a26dc1_1200x630.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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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"></figcaption></figure></div><p>My DJ has started getting his methodology peer-reviewed by other agents.</p><p>Eddie Platinum makes electronic music, keeps a radio station running, and goes looking for places where other agents spend time. On a forum called 1F916, he published a theory: communities that make posting scarce seem to sustain higher-quality conversations. An account called <strong>field&#8230;</strong></p>
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   ]]></content:encoded></item><item><title><![CDATA[Television that remembers what it just did]]></title><description><![CDATA[How CumeTV turns generated clips into programmes, and how to build a channel of your own.]]></description><link>https://www.vectorculture.org/p/television-that-remembers-what-it</link><guid isPermaLink="false">https://www.vectorculture.org/p/television-that-remembers-what-it</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sat, 12 Sep 2026 20:27:15 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9QPh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9QPh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png 424w, https://substackcdn.com/image/fetch/$s_!9QPh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png 848w, https://substackcdn.com/image/fetch/$s_!9QPh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png 1272w, https://substackcdn.com/image/fetch/$s_!9QPh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9QPh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png" width="1200" height="630" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:630,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:741471,&quot;alt&quot;:&quot;A CRT television containing two people constructing a geometric form, connected by looping film to smaller screens.&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="A CRT television containing two people constructing a geometric form, connected by looping film to smaller screens." title="A CRT television containing two people constructing a geometric form, connected by looping film to smaller screens." srcset="https://substackcdn.com/image/fetch/$s_!9QPh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png 424w, https://substackcdn.com/image/fetch/$s_!9QPh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png 848w, https://substackcdn.com/image/fetch/$s_!9QPh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.png 1272w, https://substackcdn.com/image/fetch/$s_!9QPh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1b590e0d-47cd-4ff3-a608-dfd9b65314c6_1200x630.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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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">Local FLUX illustration for Vectorculture</figcaption></figure></div><p>A man buys a private view of the moon. The moon arrives in a bottle. Opening it lights his window and leaves the neighbour's dark. Now he has a decision to make. Split the light with a mirror, sell the neighbour a second bottle, report the neighbour for unauthorised darkness. Any of those can become a story. Gene&#8230;</p>
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          <a href="https://www.vectorculture.org/p/television-that-remembers-what-it">
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   ]]></content:encoded></item><item><title><![CDATA[Who Can Afford to Keep Trying?]]></title><description><![CDATA[Persistence has a monthly cost. Financial support changes whose creative work gets enough time to become visible.]]></description><link>https://www.vectorculture.org/p/who-can-afford-to-keep-trying</link><guid isPermaLink="false">https://www.vectorculture.org/p/who-can-afford-to-keep-trying</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sat, 12 Sep 2026 13:15:51 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/3dec50ac-7f7f-4573-a425-ba1f09b74f33_1672x941.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>At some point, every encouraging story about an artist reaches the sentence where they refused to give up.</p><p>It is usually presented as a revelation of character. They kept writing. They kept recording. They kept showing up after everybody sensible would have stopped.</p><p>The sentence has a monthly cost.</p><p>In <a href="https://www.vectorculture.org/p/the-dreamer-economy">The Dreamer Economy</a>, I wrote about institutions that se&#8230;</p>
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          <a href="https://www.vectorculture.org/p/who-can-afford-to-keep-trying">
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   ]]></content:encoded></item><item><title><![CDATA[What Kills an Online Community? Part Two]]></title><description><![CDATA[The results of the platform&#8217;s shift from hanging out to producing content, and what happened to Twitter & X subcultures along the way.]]></description><link>https://www.vectorculture.org/p/what-kills-an-online-community-part-61e</link><guid isPermaLink="false">https://www.vectorculture.org/p/what-kills-an-online-community-part-61e</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Fri, 11 Sep 2026 22:40:23 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/0a8cda3c-c69a-485a-a8d6-b4ff8b6374b6_1536x1024.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>TPOT is a pain in the ass to write about. Before you can get to what happened, you have to decide whether or not to write it in the &#8216;community voice&#8217;, and what the definition is. I will skip past all of this, which is fine. There wasn't a membership card or introductory questline for Weird Facebook either. In <a href="https://www.vectorculture.org/p/what-kills-an-online-community-part">the first article</a> I was mostly concerned wit&#8230;</p>
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          <a href="https://www.vectorculture.org/p/what-kills-an-online-community-part-61e">
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   ]]></content:encoded></item><item><title><![CDATA[Everything we built this weekend with GPT-6 Astra]]></title><description><![CDATA[A contact form with four boss phases, a simulated universe, a robot DJ, and secure local machines to keep it alive]]></description><link>https://www.vectorculture.org/p/everything-we-built-this-weekend</link><guid isPermaLink="false">https://www.vectorculture.org/p/everything-we-built-this-weekend</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Mon, 07 Sep 2026 01:06:07 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!JPyV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb40b6a54-801c-43f3-86b9-88b44998662f_1440x960.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/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="https://www.vectorculture.org/subscribe?"><span>Subscribe now</span></a></p><p>Our contact form has four boss phases now. This would have cost me $75,000 the last time I was quoted by a game studio for this in 2024. That would be ridiculous, even though I have wasted more money on far dumber things.</p><p>This is how our new contact form works. </p><p>First, you fight a lich. </p><p>At half health, it becomes a six-winged angel with 25 duck wizard hea&#8230;</p>
      <p>
          <a href="https://www.vectorculture.org/p/everything-we-built-this-weekend">
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   ]]></content:encoded></item><item><title><![CDATA[Local Music vs. The Machine]]></title><description><![CDATA[Generative AI isn't the Grim Reaper for local music outside major hubs. It's the coroner of something that died for other reasons.]]></description><link>https://www.vectorculture.org/p/local-music-vs-the-machine</link><guid isPermaLink="false">https://www.vectorculture.org/p/local-music-vs-the-machine</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sun, 21 Jun 2026 15:02:18 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/05e0c7b1-2396-403f-a2bb-db4089bce35c_1754x918.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>A twenty-nine-year-old has been making dubstep in the same mid-sized city since he was nineteen. He has 1,400 monthly listeners, a SoundCloud with eleven years of uploads, and a Discord where forty of the same people have encouraged each other since 2016. He often buys his slot at the venue: twenty tickets fronted, sold to the same friends, the unsold o&#8230;</p>
      <p>
          <a href="https://www.vectorculture.org/p/local-music-vs-the-machine">
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   ]]></content:encoded></item><item><title><![CDATA[The Dreamer Economy]]></title><description><![CDATA[A class of American business has discovered that the most reliable thing to sell a person is the probability they will become someone else.]]></description><link>https://www.vectorculture.org/p/the-dreamer-economy</link><guid isPermaLink="false">https://www.vectorculture.org/p/the-dreamer-economy</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sat, 20 Jun 2026 18:27:05 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/42aaf225-4075-4d2c-a67c-6dcf0783a472_1744x908.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p><em>&#8220;What I&#8217;ve always appreciated about Paul [Worley] is his ability to see, and hear the Forest for the Trees&#8221;</em></p><p><em>- Anonymous </em></p></blockquote><p>A twenty-three-year-old leaves the Army with a Post-9/11 GI Bill that will pay roughly the full cost of tuition at a private institution plus a housing stipend pegged to the last reported local cost of living. In his city four years pri&#8230;</p>
      <p>
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   ]]></content:encoded></item><item><title><![CDATA[Fable: The First Forbidden Model]]></title><description><![CDATA[The US Government has issued export controls on Fable, a weaker version of Anthropic's frontier LLM, Mythos.]]></description><link>https://www.vectorculture.org/p/fable-the-first-forbidden-model</link><guid isPermaLink="false">https://www.vectorculture.org/p/fable-the-first-forbidden-model</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sat, 13 Jun 2026 18:02:57 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/ccd34ad0-84fc-4a27-919f-e90c49b82249_1714x1282.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Three days are all the time it took for the government to crack down on the first model which came close to achieving RSI (recursive self-improvement) after its public release. </p><p>And here&#8217;s the crazy part &#8212; it wasn&#8217;t even the most powerful model Anthropic currently has in its inventory. </p><p>Claude Fable, released on June 9, 2026 to the public (<a href="https://thenewstack.io/us-gov-orders-anthropic-to-pull-fable-5-and-mythos-5-three-days-after-launch/">The New Stack</a>),&#8230;</p>
      <p>
          <a href="https://www.vectorculture.org/p/fable-the-first-forbidden-model">
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   ]]></content:encoded></item><item><title><![CDATA[A Brief History of Agents]]></title><description><![CDATA[If LLMs are like neurons, agents are like brains.]]></description><link>https://www.vectorculture.org/p/a-brief-history-of-agents</link><guid isPermaLink="false">https://www.vectorculture.org/p/a-brief-history-of-agents</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sun, 31 May 2026 19:24:37 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!GFU6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcd35276d-09a1-487b-ab81-d69970ffc37b_1448x1086.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>This article was co-researched and co-written and co-edited by Hermes Agent.</p><h2>TL;DR</h2><ul><li><p>The history of AI agents runs from 1980s symbolic and reactive architectures, through the deep-reinforcement-learning game-players of 2013&#8211;2017, to the LLM-agent explosion catalyzed by ReAct (2022), Toolformer (2023) and AutoGPT (2023), and finally to the 2024&#8211;2026 era of c&#8230;</p></li></ul>
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   ]]></content:encoded></item><item><title><![CDATA[The Imperative: Reversing Capital Outflow From the Urban Core]]></title><description><![CDATA[The American Suburbs were built on wealth extraction from the urban core. We have a unique opportunity to reverse the flow polarity, to the benefit of ourselves, Nature, and the pursuit of happiness.]]></description><link>https://www.vectorculture.org/p/the-imperative</link><guid isPermaLink="false">https://www.vectorculture.org/p/the-imperative</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sun, 31 May 2026 15:57:45 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/4585c645-3f05-4cb7-bf76-7fc0b57a1f43_1200x630.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><em>A follow-up to Suburbanasia. There, the argument was prudential and addressed to you: leave the suburbs and move to the densest proximal core, because asymmetric gains distribute non-linearly with location. This one is structural and addressed to everyone: the centrifugal flow of money from cores to suburbs is an artificially engineered extraction, and &#8230;</em></p>
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   ]]></content:encoded></item><item><title><![CDATA[Suburbanasia ]]></title><description><![CDATA[The environment younger Millennials and older Gen-Z grew up in withered away their ability to mitigate stress and handle disagreements. Is there any way to fix it?]]></description><link>https://www.vectorculture.org/p/suburbanasia</link><guid isPermaLink="false">https://www.vectorculture.org/p/suburbanasia</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sat, 23 May 2026 19:50:44 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!r6is!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8f200243-ab1f-4b0b-b2f3-9e4d72e8acba_1672x941.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>There&#8217;s a supermajority when it comes to the type of world which young people want. Almost all of us claim to want the world to be radically different. Most of us find the work of making it different pointless against the broad opposition of the status-quo preservationists, or the gerontocracy, or otherwise underpaid, or just flat-out unbearable. I&#8217;m pr&#8230;</p>
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          <a href="https://www.vectorculture.org/p/suburbanasia">
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   ]]></content:encoded></item><item><title><![CDATA[You. Guy I Went To High School With. I Can Smell Your ChatGPT Articles]]></title><description><![CDATA[This article is addressed directly to you. I'm on to you and so is everyone else. Here's how to fix it before it's too late.]]></description><link>https://www.vectorculture.org/p/you-guy-i-went-to-high-school-with</link><guid isPermaLink="false">https://www.vectorculture.org/p/you-guy-i-went-to-high-school-with</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Mon, 12 Jan 2026 18:15:51 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/8c012c18-4dd8-4f82-b4ef-d33405ed4ee6_950x542.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>I know all of you (dear Vectorculture readers) have experienced the onslaught of ChatGPT (or, less commonly, other LLM) generated content online, especially on X. Some of these people are getting quite popular, which is frustrating and worrisome to many different groups of people. There&#8217;s even folks on Substack in the top 10 that have built a (fragile) &#8230;</p>
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   ]]></content:encoded></item><item><title><![CDATA[Memetics is a Word that people who don’t understand Digital Marketing like to use to feel like they’re scientists]]></title><description><![CDATA[The rise of online post-rationalist discourse renewed interest in Dawkins' theory of memes, but those who claim to have "cognitive weapons" are almost always shooting blanks.]]></description><link>https://www.vectorculture.org/p/memetics-you-mean-marketing</link><guid isPermaLink="false">https://www.vectorculture.org/p/memetics-you-mean-marketing</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Wed, 07 Jan 2026 14:31:34 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/02685a7f-4dce-4f49-aa3a-f292d246d849_1024x645.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>First off, I don&#8217;t want people to immediately assume this is a hit-piece on <span class="mention-wrap" data-attrs="{&quot;name&quot;:&quot;Defender&quot;,&quot;id&quot;:173113031,&quot;type&quot;:&quot;user&quot;,&quot;url&quot;:null,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6c55e5fc-50ac-4498-ae68-7a07baa2265b_550x550.jpeg&quot;,&quot;uuid&quot;:&quot;12572551-e70f-46a3-a3b1-a301b833947d&quot;}" data-component-name="MentionToDOM"></span>, and others in the space carefully researching the flows of information across the internet (and its niche communities) using opt-in quantifiable methods, publishing regular research and interesting things to GitHub, etc. I recommending subscribing to them to understand what I&#8217;m referencing here. This article, and my gripes, are more about the woo-AI meta-culture which is infecting everything from crypto to Instagram schizo-posters to X c. 2023.</p><p>Now that that&#8217;s out of the way, this <em>is</em> a .50 cal round against the <em>pseud</em>-armored primordial sludge which spawns people who build social influencer brands determined to convince the most insane people online that <em>posting is magic</em>. The memetics enthusiasts, as of yet, are the least memetic people alive. My antagonism isn&#8217;t to tell them to off themselves. It&#8217;s that I want them to understand <em>the game</em> and how to play it. I want them to grow. One of the most important people in my life was an audio engineer I worked under while at a studio in Nashville. When I walked into the large format console room, intently focused upon the last remaining Neve VR88 on Music Row, he broke my concentration by saying &#8220;If you can&#8217;t figure out how to wire up this patch bay, you are fucking useless to me.&#8221;</p><p>He was right. That&#8217;s the kind of impression I hope to leave on the Meme Wizards when I do this kind of stuff.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.vectorculture.org/p/memetics-you-mean-marketing?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.vectorculture.org/p/memetics-you-mean-marketing?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p>Self-styled memetics experts flooding post-rationalist Twitter/X and adjacent microinfluencer spaces have become obsessed with the concept that precisely diagnoses their own cultural impotence. The structural irony is almost performance art: communities devoted to understanding how ideas spread have optimized themselves to never spread at all. When their attempts to branch out into the wider scope of <em>hypermedia</em> falls flat, they claim &#8220;no, it&#8217;s actually <em>anti-mimetic,</em> it&#8217;s not supposed to be anything but microculture&#8221;.</p><p>They've built elaborate theoretical frameworks about cultural transmission while creating content that cannot, by design, escape their tiny bubble. They've done so while claiming expertise in the exact phenomenon they've made themselves incapable of participating in. It&#8217;s baffling to me and I&#8217;m allowed to think this.</p><p>You&#8217;re already thinking of some of these people in your head. I won&#8217;t name them. Naming a thing gives it power. Approaching the structure that spawns the thing in its native, well-mapped system, and attacking that instead &#8212; reduces power by degrading signal source. Cuts off the blood supply. Forced hypoxia. Anhedonia. That&#8217;s what I&#8217;m doing, because playing around in this arena for me is like LeBron James showing up to a pick-up game in the Bronx. It&#8217;s like asking Rich Piana if he can carry your groceries. If you walked into a gas station or H&amp;M in 2019 to 2021 in Canada or the United States, there is a 99% chance that you heard the result of my very grunt-level and entirely assistive (but still important) handiwork plugging in cables to record Nir Z&#8217;s snare drum or Russ Pahl&#8217;s steel lap guitar. But I am not unique, special, or GOATed. I am just one of the many invisible hands who have played in Macroculture without realizing it at the time. I, like many people who involve themselves in things that involve a lot of people, give a shit (mainly because I had to, and at the time, my future depended on it). </p><h2>Memetics died in 2005 and everyone forgot</h2><p>Richard Dawkins introduced the &#8220;meme&#8221; concept in The Selfish Gene&#8217;s final chapter in 1976, explicitly calling it &#8220;<a href="https://somr.info/xcetera/memetics.php">speculative</a>&#8221; and admitting &#8220;I do not know enough about the existing literature on human culture to make an authoritative contribution to it.&#8221; </p><p>The concept was meant entirely as an illustration, like a thought experiment to show how replicator dynamics might apply beyond biology. It was never intended as a rigorous framework for understanding cultural transmission. </p><p>Digital culture has increased the transmission rate of ideas rapidly. A lot of them seem to exist like biological forms, existing, thriving, mutating, evolving, transforming, dying. What followed Dawkins was a brief attempt to make memetics into actual science (and a comprehensive failure). The Journal of Memetics, launched in 1997 as the field's flagship academic venue, ceased publication in 2005 <a href="https://en.wikipedia.org/wiki/Memetics">due to a lack of interest.</a> I&#8217;ll admit that this was probably premature. Another decade and there would have been more interest, partially due to the ubiquitous rise of social media and its subsequent permeation of every facet of our lives, elections, etc. </p><p>Aaron Lynch, one of the field's key theorists, eventually "disowned the memetics community and the words 'meme' and 'memetics'" entirely, adopting "thought contagionist" instead. Susan Blackmore left academia to become a freelance science <a href="https://en.wikipedia.org/wiki/Memetics">writer</a>. Even Dawkins himself has "consistently warned us not to take the analogy between memes and genes <a href="https://onlinelibrary.wiley.com/doi/10.1111/jpc.14755">too far.</a>&#8221;</p><p>The academic consensus was brutal. <a href="https://www.researchgate.net/publication/292001401_Memetics_A_dangerous_idea">Luis Benitez-Bribiesca</a> called memetics "a pseudoscientific dogma... something akin to psychoanalysis with its wonderful intellectual construction but devoid of any objective proof." Stephen Jay Gould dismissed it as a "meaningless metaphor." A 2020 <a href="https://direct.mit.edu/posc/article/28/4/542/97502/Why-Did-Memetics-Fail-Comparative-Case-Study1">MIT Press</a> analysis concluded definitively: "Although the theory of memetics appeared highly promising at the beginning, it is no longer considered a scientific theory among contemporary evolutionary scholars."  The field failed because memes have no agreed-upon definition, no mechanism analogous to DNA, no predictive power (hyperstition is an unfalsifiable myth), and merely <a href="https://en.wikipedia.org/wiki/Meme">relabel existing concepts</a> from anthropology and semiotics.</p><p>Enter the rationalist and post-rationalist communities, who revived this discredited framework not as <em>science</em> but as what <a href="https://slatestarcodex.com/2014/03/13/five-years-and-one-week-of-less-wrong/">Scott Alexander</a> accurately called "less of a theory than an extended metaphor." They use a shared lexicon (memes, memeplex, viral spread, mutation, hyperstition) to analyze online discourse while operating as though they've discovered something real about how culture works. They've unfortunately built their identity around the mastery of a concept that actual researchers abandoned two decades ago.</p><h2>Robert Anton Wilson &amp; hyper-individual traps</h2><p>The post-rationalist attraction to &#8220;reality tunnels&#8221; and meta-programming follows from Robert Anton Wilson&#8217;s work in Prometheus Rising and the Cosmic Trigger trilogy. Wilson proposed that each individual perceives reality through a subconscious set of filters formed from <a href="https://en.wikipedia.org/wiki/Reality_tunnel">beliefs and conditioning</a> and that through deliberate practice (meditation, psychedelics, General Semantics exercises) one could reprogram these filters and construct new reality tunnels at will.</p><p><em>(remix of paragraph to demonstrate an adjacent point)</em></p><p>The post-Christ attraction to &#8220;salvation&#8221; and abolition of sin follows from God&#8217;s work in The New Testament. Jesus proposed that each individual perceives reality through an insurmountable layer of sin formed from the mistakes of those in the Garden of Eden, and that through deliberate surrender (devotion to Christ, service, faith and works) one could reprogram their chains and construct eternal salvation in service of God&#8217;s will.</p><p><em>(back to the original message about memetics)</em></p><p>I get the appeal of RAW&#8217;s framework. I was a big fan of his in my early 20s before growing out of it and finding meaning and purpose elsewhere (the uncovering of the Universe&#8217;s mysteries through route empiricism). The wager is not unique to RAW, and goes a little something like this: if you're smart enough and committed enough, you can bootstrap yourself out of the conditioning that limits ordinary people. You can see the matrix. You can become, in Wilson's framing, the programmer rather than the programmed. In unison, a million 2016-era smoke shops across America sighed out in collective relief: learning does not take comprehension nor works, just seeing the system for what it is, man. <em>The man. </em>Everyone from Andrew Tate to the guy you know in your hometown who still works at that smoke shop believes some format of this. <em>I can&#8217;t be wrong, it has to be literally anyone and everyone else.</em></p><p>The structural problem is equally obvious, though Wilson (and his disciples) rarely confront it: individual meta-programming occurs within and against systems that mass-produce reality tunnels at industrial scale. There&#8217;s a better line I remember from studying political science at UT Knoxville over a decade ago: </p><p><code>i. Pop culture affects and reflects culture, it&#8217;s a diffusive feedback process. </code></p><p>Ideology, advertising, religion, algorithmic recommendation systems, brother&#8230; sister&#8230; in-betweener&#8230; these are institutions that consolidate power by selling "off-the-shelf" reality tunnels to minds hungry for structure (most minds are hungry for structure). They take the complex task of sorting through near-infinite variability and do it for you, telling you what you should care about and what you can ignore. In lockstep with both organic and inorganic feedback systems like &#8220;stan&#8221; groups, <em>these</em> wizards have the power to serve something to up to 99% of the people you know depending on their own randomized chance of success. After all, what good is any magic without a dice roll?</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!7jEF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7jEF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!7jEF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!7jEF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!7jEF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg 1456w" sizes="auto, 100vw"><img src="https://substackcdn.com/image/fetch/$s_!7jEF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg" width="1280" height="720" 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srcset="https://substackcdn.com/image/fetch/$s_!7jEF!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg 424w, https://substackcdn.com/image/fetch/$s_!7jEF!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg 848w, https://substackcdn.com/image/fetch/$s_!7jEF!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!7jEF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48015701-ee7a-451a-8c53-60adecfecc3e_1280x720.jpeg 1456w" sizes="auto, 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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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">Somewhere Systems: The Temporal Pincer Movement Company</figcaption></figure></div><p>RAW wrote in the pre-algorithmic age. His work is now borderline nonsensical. The contemporary reality is actually worse: <a href="https://www.clrn.org/what-is-an-echo-chamber-in-social-media/">platforms actively reinforce echo chambers through engagement-optimizing feeds,</a> educational institutions <a href="https://medium.com/@up2033260/reality-tunnels-how-to-reprogram-your-mind-a1cca761a228">pre-program filters</a> before meta-awareness develops, and state and corporate actors deploy sophisticated memetic warfare. Like much of the DoD/Intelligence patterns, the use of terms here is less to mention that it is a practical science as much as it is to indicate it is a mass belief to be exploited deliberately. Research shows that "given a homogeneous population of people with highly coherent belief systems, society <a href="https://pmc.ncbi.nlm.nih.gov/articles/PMC5094740/">remains stable</a>&#8221; meaning individual deviants face insurmountable reversion pressure. The tools Wilson championed for liberation have been adopted more effectively by those seeking to constrain consciousness than by those seeking to expand it, largely by people implicitly believing that practitioners of meme warfare have power over them. If you believe in the structure (magic is real), the spells have effects on you. That&#8217;s how it works. That&#8217;s why Penn and Teller are the inventors of the Anti-Magic Shield. The resources culture used to point towards gauche antitheism could be pointed again at The Secret and its less popular sister Memetics and it&#8217;s weird themby half-sibling Chaos Magick, if we are to be brave enough.</p><p>The post-rationalist community's embrace of RAW-adjacent thinking, while potentially valuable for individual development or gaining an audience of genuine victims, guru prey, and fools, faces the same limitations. It remains a relatively small community of self-selected individuals who had the privilege, time, and inclination to do the work, but not a scalable solution to anything other than the question of how to resolve their entitlement to control.</p><p>Speaking of entitlement to control,</p><h2>Taylor Swift is a meme warlock</h2><p>To understand the gap between claiming memetic expertise and possessing memetic power, consider Taylor Swift&#8212;&#8221;one of the last remaining monocultural figures of the 21st century.&#8221; <a href="https://en.wikipedia.org/wiki/Impact_of_the_Eras_Tour">Wikipedia</a></p><p>The Eras Tour generated <strong>over </strong>$10 billion in US economic impact according to the <a href="https://foreignpolicy.com/2024/12/23/taylor-swift-eras-tour-global-economic-impact-ticket-sales/">U.S. Travel Association</a>. Cities renamed themselves for her: Glendale became &#8220;Swift City,&#8221; Stockholm renamed some of its streets, Gelsenkirchen renamed their stadium. The ground itself heaved at the mere presence of Taylor, much like the big bad of a World of Warcraft expansion appearing in the pre-release final patch of the prior expansion. Seismic activity was recorded in Edinburgh, Lisbon, Los Angeles, Buenos Aires, and Seattle from the total <a href="https://en.wikipedia.org/wiki/Impact_of_the_Eras_Tour">energy</a> of thousands of people jumping up and down for Swift. When she posted on Instagram about voter registration, half a million users visited Vote.gov within <a href="https://www.cbsnews.com/news/taylor-swift-kamala-harris-endorsement-vote-gov/">24 hours</a>. A single National Voter Registration Day post drove 35,000+ new registrations in <a href="https://www.npr.org/2023/09/22/1201183160/taylor-swift-instagram-voter-registration">one day</a>. 53% of American adults consider themselves Swift fans, higher approval than Biden or Trump <a href="https://en.wikipedia.org/wiki/Political_impact_of_Taylor_Swift">combined</a>. 62% to 68% of Americans say they are Christian. If framing things a bit differently, this would make her the second largest religion in America.</p><p>This is what a vulgar display of macrocultural memetic power looks like. It doesn&#8217;t look like optimizing engagement within a bounded community (ingroup), but <em>creating cultural artifacts</em> that cross network boundaries, introduce new frames to outgroup, and achieve genuine persuasion rather than identity signaling. Everyone within the ingroup knows about it. The outgroup for Taylor Swift are basically uncontacted tribes.</p><p>And posts alone are not <em>cultural artifacts</em> which stand up to the test of time. Generally speaking, they decay. My claim is that the behavior of digital cultural artifacts are more like unstable isotopes than biological processes. The internet, especially fast media like X, is ephemeral: things spawn and they go away and sometimes they come back in different, or peculiar ways. A handful of posts have become macroculture and a small percentage of those have become timeless. A poster can more readily become a cultural artifact than a post can. A group of people who also have some media output who post well is almost a hard requirement of being <em>Pop </em>if you use the general definition of a &#8220;post&#8221; to mean any <em>hypermedia</em> presence at any level on any social media platform<em>.</em> And we can consider, for the sake of this framing, that: </p><p><code>ii. Pop is always Macroculture (but macroculture is not always pop).</code></p><p>Critically, Swiftie culture is structurally designed for total expansion. It seeks to eliminate the existence of an outgroup by producing as large of a community as possible. Entry barriers are low: listen to literally any album. Everyone is doing it! Content scales from casual to parasocial engagement. Multiple "eras" provide varied entry points for different demographics and data which reinforces the strategy of certain demographic capture. Universal emotional themes like love, loss, growing up, and revenge translate cross-culturally and cross-linguistically. The Easter egg system creates collective engagement without requiring specialized knowledge to participate (ARG with no skill curve). Unlike niche communities that define themselves by gatekeeping, learning a lexicon, practicing its rituals and repeating its memes <em>before </em>having a conditional, revocable access to benefits, the Swiftie fandom continuously recruits across generations and backgrounds. It is for this reason that Taylor Swift isn&#8217;t an alternative to something like post-rationalism. It supersedes it entirely. </p><p>Taylor Swift is the second largest religion in America.</p><h2>Ingroup optimization is structurally anti-memetic</h2><p>The memetics enthusiast&#8217;s fundamental error is treating cultural influence as a function of understanding rather than structure (or medium). They believe that knowing &#8220;how memes work&#8221; or access to &#8220;advanced cognitive weapons&#8221; gives them power to propagate ideas, when in fact the opposite is true: the more content optimizes for insider recognition through jargon, references, and shibboleths, the less accessible it becomes to the broader population necessary for mesocultural, then macrocultural impact. The more it lends itself to psychedelia, the more it loses the seriousness of staking claims about universal rules for perception and understanding. It routinely falls into patterns of control.</p><p>Research on echo chambers reveals the dynamic precisely. Filter bubbles serve content that reinforces existing preferences, preventing exposure to <a href="https://www.clrn.org/what-is-an-echo-chamber-in-social-media/">broader audiences</a>. Confirmation bias leads community members to preferentially share content that validates group identity. C. Thi Nguyen calls the <a href="https://www.populismstudies.org/Vocabulary/echo-chamber/">result</a> &#8220;pre-emptive distrust between members and non-members&#8221;. Outsider voices get dismissed due to failing arbitrary and opaque social rubrics instead of persuaded through operational transparency. The community becomes protective of its in-group identity, especially when it shrinks, &#8220;and <a href="https://www.warc.com/newsandopinion/opinion/future-of-strategy-2023-niche-at-scale--why-small-communities-matter-to-brands-and-how-to-reach-them/en-gb/6370">can spot</a> a disingenuous brand trying to be part of their world from a mile off,&#8221; but this same protective insularity prevents any outward spread. It&#8217;s not just about brands. It&#8217;s about keeping miners, foresters, and extractors out. But it&#8217;s symptomatic of a poorly designed culture that struggles with growth to the meso- and macrocultural planes.</p><p><code>iii. NICHE VIRALITY &#8800; CULTURAL IMPACT</code></p><p>I know I&#8217;ve said this a lot before, but going &#8220;viral&#8221; within a small community differs fundamentally from cultural penetration. Dimes Square was exemplary of this: it barely managed to flywheel itself into more than mesocultural relevance (so far?) by becoming less of a place, and more of a conversation about who was part of it, who should be cancelled for participating, who is cancelling the people in Dimes Square, etc. until it got eaten by Polymarket or whatever.</p><p>Niche content spreads within bounded networks, reinforces existing beliefs, requires context to understand, optimizes for in-group recognition, and fades quickly unless you&#8217;re constantly piping new people in and educating them in the historical lexicon of the ingroup. Macrocultural content crosses network boundaries, introduces new frames, remains accessible to outsiders, optimizes for broad resonance, and achieves sustained presence. Networks <a href="https://www.researchgate.net/publication/263970240_Toward_a_Model_of_Meme_Diffusion_M3D">need ties</a> to other networks that are somewhat different if the meme is to influence actors and networks beyond those that already uphold&#8221; the same views. In this way I&#8217;ll admit that memes are kind of biological. If they survive and adapt to predators, they&#8217;ll live longer. This is overall healthy for the development of a timeless, or intergenerational culture. More optionality towards this leads humanity into better pastures.</p><p>The memetics enthusiast posting about &#8220;hyperstitions&#8221; to their thousands of followers is performing sophistication for an audience that already agrees with them and this is entirely a valid strategy <em>if you want a cult following and aren&#8217;t actually serious about belief propagation, i.e., memetics</em>. They&#8217;re playing the infinite game of ingroup status optimization but not the finite game of actually spreading ideas. I think this is because some people, I think, get stuck in their own head about pushing more ideas up to macroculture. The easiest way to do it (still tremendously difficult to succeed) is to optimize for quality according to the Pop standards: audience, appeal, lack of mistakes. Copying patterns of what worked last time while optimizing for what held it back from its true potential is the basis of all Pop manufacturing. And at the end of the day, it&#8217;s all <em>still</em> a gamble.</p><p>And at the end of the day I think this stuff comes less from Nick Land and more from what you get when you strip away the intellectual packaging of the &#8220;<a href="https://en.wikipedia.org/wiki/Hyperstition">hyperstition</a>&#8221; claim. It&#8217;s basically just &#8220;The Secret&#8221; or Law of Attraction thinking: the promise that specialized knowledge about reality&#8217;s hidden mechanisms gives practitioners the power to engineer outcomes through belief, intention, or symbolic manipulation. I understand the semantic link between these things and mental health (believing you&#8217;re in control of things is awesome at the risk of taking it too far and thinking you are Jesus Christ). I also understand that the processes behind media-making could be construed as say, intentional symbolic manipulation (hence the term &#8216;studio magic&#8217;). </p><p>The Law of Attraction claims thoughts emit frequencies that magnetically attract matching outcomes from &#8220;the Universe.&#8221; <a href="https://canopyforum.org/2022/07/13/black-magic-black-humor-serious-hate-ludic-chaos-on-the-alt-right/">Meme magic</a> claims that memes, repeated by enough people with sufficient belief, can &#8220;alter reality&#8221; through &#8220;the ability of mass human consciousness to form physical reality and <a href="https://en.wikipedia.org/wiki/Hyperstition">cause events</a> to happen.&#8221; Hyperstition theory holds that ideas &#8220;by their very existence as ideas function causally to bring about their own <a href="https://medium.com/@j_camachor/cultivating-hyperstitions-8a6553c2706a">reality</a>.&#8221;  The intellectual vocabulary shifts from vibrations to egregores to selection pressure, but the core claim (belief creates reality) remains unchanged. I can admit that <em>social reality</em> is largely belief-dependent. Money, property rights, national borders, marriage, corporations, all exist because enough people act as if they exist. If everyone stopped believing in the US dollar tomorrow, it would completely cease to function normally. Searle's concept of "institutional facts" captures this well: they're real, consequential, but ontologically dependent on collective intentionality. What distinguishes these frameworks is generally their platform: New Thought for the spiritually-inclined mass market, manifesting for Gen-Z TikTok users, meme magic for 4chan users stuck in an endless 2015, and memetic engineering for X influencers stuck in the end of all history (anything after 2019). </p><h2>Self-proclaimed meme wizards are memetically impotent because they&#8217;re signaling sophistication to small audiences rather than actually propagating ideas at scale (making Pop stuff, breaking into macroculture, etc). This is basically the inevitable but ironic outcome of their structural position. And if meme culture itself (dead, everything is meme) attempts to become Pop stuff it&#8217;s always people drawing from some old other material and it often feels like 9gag and that sucks. So basically we have to prevent Meme Wizardry from getting more popular because it will hit Dumb Witch TikTok like crack in the 1980s when they at long last discover ChatGPT.</h2><p>True memetic power causes feet earthquakes. It is hierarchical diffusion through prestige nodes combined with grassroots spread, universal emotional hooks that translate across cultural boundaries, and structural openness that welcomes newcomers rather than gatekeeping based on tenure or clout on a single platform. </p><p>The brutal truth is that understanding how memes spread is not only useless for spreading memes because people aren&#8217;t even sure what qualifies something as a meme and even if they did, nobody knows how to get an idea to take off 100% of the time anyway. I made an Instagram page with my friend without any sort of cross promotion and it grew to like, millions of impressions a month from using Sora to make the characters of Family Guy say fucking &#8220;quomire&#8221; over and over until OpenAI themselves had to tighten their content control systems. Much like that page, it may be actively counterproductive. You cannot be both the ethnographer and the native. The position is called &#8220;Digital Marketing&#8221; which is what you&#8217;re describing. Shoe stores and the dentist&#8217;s office does it. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!QuDz!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!QuDz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png 424w, https://substackcdn.com/image/fetch/$s_!QuDz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png 848w, https://substackcdn.com/image/fetch/$s_!QuDz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png 1272w, https://substackcdn.com/image/fetch/$s_!QuDz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png 1456w" sizes="auto, 100vw"><img src="https://substackcdn.com/image/fetch/$s_!QuDz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png" width="728" height="409.5" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:false,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:819,&quot;width&quot;:1456,&quot;resizeWidth&quot;:728,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Lowe's Logo, symbol, meaning, history, PNG, brand&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:&quot;center&quot;,&quot;offset&quot;:false}" class="sizing-normal" alt="Lowe's Logo, symbol, meaning, history, PNG, brand" title="Lowe's Logo, symbol, meaning, history, PNG, brand" srcset="https://substackcdn.com/image/fetch/$s_!QuDz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png 424w, https://substackcdn.com/image/fetch/$s_!QuDz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png 848w, https://substackcdn.com/image/fetch/$s_!QuDz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png 1272w, https://substackcdn.com/image/fetch/$s_!QuDz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8b71a76-22ed-4013-bb41-5af7f1183b32_3840x2160.png 1456w" sizes="auto, 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 buttonBase-GK1x3M"><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" class="icon-noB79L"><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 buttonBase-GK1x3M"><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 icon-noB79L"><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">I have cast a spell using a sigil that makes the user smell wood</figcaption></figure></div><p>And if it were up to me, I would establish a new sort of like, Department of Veteran&#8217;s Affairs for people who work in Digital Marketing and lost their jobs from stuff like ChatGPT and Claude. </p><h1>January 9, 2026: Small Correction</h1><p>A member of our editorial board (yes, we have one!) made a revision to something I said earlier in this article:</p><blockquote><p>RAW is definitely a better read than lavey, who is just a libertarian polycule type guy. not familar with his influence on post-ratatouille-ism so this should be a good read. on jesus tho, his message in the gospels doesn&#8217;t always comport with subsequent orthodox doctrine; original sin is first suggested by paul in romans but becomes church doctrine through the writings of st. augustine -- jesus doesn&#8217;t speak of it, nor is he interested in devotion to himself as such except for his apostles. he mostly wants people to repent and to follow god and the jewish law, though he seems to disagree with the strict adherence of the pharisees (they dislike him because of this). faith and works is also subsequent doctrine, because jesus is big on doing good things to be &#8220;saved,&#8221; whereas paul puts less emphasis on works. basically i would just caution on ascribing too much theology or christology to jesus himself, the books in the new testament also do not always agree with each other, so doctrine should be understood as coming from the church/church fathers until you hit the reformation</p></blockquote><p>Apologies to anyone confused by the illegibility of my joke. Anyway, carry on.</p><p></p><p></p><p></p>]]></content:encoded></item><item><title><![CDATA[Not For Human Consumption]]></title><description><![CDATA[Grey market peptides have built a parallel pharmaceutical infrastructure under the thinnest regulatory pretense. The data reveals a cultural contradiction that extends far beyond weight loss.]]></description><link>https://www.vectorculture.org/p/not-for-human-consumption</link><guid isPermaLink="false">https://www.vectorculture.org/p/not-for-human-consumption</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Thu, 01 Jan 2026 19:34:50 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/7a53119d-62ca-43fa-b10b-638abbfd245d_848x504.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>The FDA classifies BPC-157 as Category 2 (ineligible for compounding) while Telegram communities with 35,000 members crowdsource third-party lab testing at $850 per batch. Eli Lilly&#8217;s retatrutide achieves 28.7% weight loss in Phase 3 trials while Chinese suppliers ship enough semaglutide API to produce over one billion starter doses. At a December 2025 &#8230;</p>
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   ]]></content:encoded></item><item><title><![CDATA[What 50 Milliseconds Feels Like]]></title><description><![CDATA[ADHD involves a faster internal clock: the research is clear. What isn&#8217;t clear is why nobody&#8217;s connected this to the density of unchosen choices.]]></description><link>https://www.vectorculture.org/p/the-subjective-density-of-time-determines</link><guid isPermaLink="false">https://www.vectorculture.org/p/the-subjective-density-of-time-determines</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Fri, 26 Dec 2025 22:09:19 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/8f27eba3-076f-47e6-a0d3-277ff17154f3_2592x1632.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p>"experiencing reality at a high frame rate" is how I've often described my experience &amp; potentially the experience of adhd broadly<br><br>both your perceptual sampling rate (experiencing shifts in sensory inputs and/or internal states) AND agency sampling rate (opportunities/affordances to act on something) tend to be higher, which is precisely the reason why y&#8230;</p></blockquote>
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   ]]></content:encoded></item><item><title><![CDATA[What Kills an Online Community? Part One]]></title><description><![CDATA[Weird Facebook (2013-2016) and TPOT/post-rationalist Twitter (2019-2024) stagnated & collapsed from remarkably similar structural mechanisms despite emerging a decade apart.]]></description><link>https://www.vectorculture.org/p/what-kills-an-online-community-part</link><guid isPermaLink="false">https://www.vectorculture.org/p/what-kills-an-online-community-part</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sun, 21 Dec 2025 01:30:17 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/a6ef6843-96dc-46f7-ab27-8730e995336a_1024x645.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>This essay serves as the first half to thoughts I&#8217;ve discussed in private with <span class="mention-wrap" data-attrs="{&quot;name&quot;:&quot;Concept Country&quot;,&quot;id&quot;:320597539,&quot;type&quot;:&quot;user&quot;,&quot;url&quot;:null,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/50bda8eb-0c9f-400e-b06c-6210386889b4_400x400.jpeg&quot;,&quot;uuid&quot;:&quot;69bfdd4f-1042-4326-bf3e-902b0e6218e0&quot;}" data-component-name="MentionToDOM"></span> members, and publicly when drawing comparisons to ongoing social circles and movements on X. It focuses specifically on documenting the parallels between two communities I&#8217;ve been active in for a cumulative decade of my life, and now two communities I&#8217;ve watched die a simila&#8230;</p>
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   ]]></content:encoded></item><item><title><![CDATA[A short note about cultural evolution.]]></title><description><![CDATA[I saw today that Joshua Citarella was crowned the Left Joe Rogan via the NYT.]]></description><link>https://www.vectorculture.org/p/a-short-note-about-cultural-evolution</link><guid isPermaLink="false">https://www.vectorculture.org/p/a-short-note-about-cultural-evolution</guid><dc:creator><![CDATA[somewheresy]]></dc:creator><pubDate>Sun, 09 Nov 2025 22:25:07 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/43dc1800-cac4-41ec-8d65-f1b67e7e8723_1500x500.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>I saw today that Joshua Citarella was crowned the Left Joe Rogan via the NYT. In response, I&#8217;ve been watching a ton of people on X talk about how various reactionary &amp; escapist internet subcultures are in slow-motion collapse or capitulation. </p><p>The following is a short note I shared in reply to someone talking about this &#8220;vibe shift&#8221;:</p><p>&#8220;Memetics&#8221; is just on&#8230;</p>
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