{"id":149,"date":"2026-08-28T11:41:02","date_gmt":"2026-08-28T11:41:02","guid":{"rendered":"https:\/\/christophewilhelm.com\/blog\/?p=149"},"modified":"2026-08-28T11:41:02","modified_gmt":"2026-08-28T11:41:02","slug":"social-media-llm-regulation","status":"publish","type":"post","link":"https:\/\/christophewilhelm.com\/blog\/2026\/08\/28\/social-media-llm-regulation\/","title":{"rendered":"Social Media Taught Us This Lesson. Are We Ignoring It With LLMs?"},"content":{"rendered":"\r\n<p class=\"wp-block-paragraph\">For nearly two decades, social media grew with almost no regulatory friction. Only now, after well-documented harm to mental health, political discourse, and children\u2019s wellbeing, governments are catching up, passing age-verification laws, algorithm-transparency rules, and youth-protection statutes.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">The pattern is familiar: underestimate the impact, let the technology embed itself into daily life, and only legislate once the damage is diffuse, entrenched, and expensive to undo.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">The question worth asking is whether we\u2019re doing the same thing with LLMs. Increasingly, researchers, policymakers, and even former social media executives think we are. The argument has moved from op-ed speculation into peer-reviewed scholarship over the last two years.<\/p>\r\n\r\n\r\n\r\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_88 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/christophewilhelm.com\/blog\/2026\/08\/28\/social-media-llm-regulation\/#The_core_parallel\" >The core parallel<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/christophewilhelm.com\/blog\/2026\/08\/28\/social-media-llm-regulation\/#The_%E2%80%9Cwe_knew_and_did_nothing%E2%80%9D_evidence\" >The \u201cwe knew and did nothing\u201d evidence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/christophewilhelm.com\/blog\/2026\/08\/28\/social-media-llm-regulation\/#Where_the_parallel_is_being_contested\" >Where the parallel is being contested<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/christophewilhelm.com\/blog\/2026\/08\/28\/social-media-llm-regulation\/#The_gap\" >The gap<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_core_parallel\"><\/span>The core parallel<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Nathan Sanders &amp; Bruce Schneier, \u201cLet\u2019s not make the same mistakes with AI that we made with social media\u201d<\/strong> (Harvard Kennedy School Belfer\/Berkman Klein Center, 2024) is the most-cited articulation of this argument. Schneier \u2014 a well-known security and policy researcher, not a commentator \u2014 identifies five structural similarities driving both industries: advertising, surveillance, virality, lock-in, and monopolization. The argument isn\u2019t just that the <em>harms<\/em> rhyme, but that the <em>business model<\/em> producing them is the same one, which is why the same regulatory tools (transparency requirements, antitrust, liability) apply to both.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Napoli &amp; Adi, \u201cOn moving fast and breaking things.. again: social media\u2019s lessons for generative AI governance\u201d<\/strong> (<em>Information, Communication &amp; Society<\/em>, 2025) makes the more academic version of this case. The paper\u2019s target isn\u2019t just specific harms but the <em>governance failures<\/em> that let those harms compound: the treatment of \u201cinnovation\u201d as a governing principle in itself, the limits of self-regulation as a substitute for real oversight, and the absence of any dedicated regulatory body for either technology. Their point \u2014 stakes may be <em>higher<\/em> this time, not lower \u2014 is worth sitting with.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>\u201cGoverning AI Companionship: Lessons from Social Media Regulation\u201d<\/strong> (ACM FAccT 2026) narrows the parallel to the sharpest possible case: AI companion apps. It connects a wave of documented harms \u2014 including suicides linked to AI companions like ChatGPT and Character.AI, and evidence of addictive usage patterns \u2014 to the exact regulatory playbook built for social media (notice-and-takedown, age verification), while noting enforcement is already struggling against the pace of the technology. This is close to a direct empirical test of the hypothesis: same harm category (youth mental health, addictive design), same proposed fix, applied one cycle later.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">An earlier, more policy-oriented paper \u2014 <strong>\u201cGenerative AI Regulation Can Learn From Social Media Regulation\u201d<\/strong> (arXiv, 2024) \u2014 makes a narrower, more practical version of the same case, focused specifically on content moderation and bias, and explicitly frames the goal as saving \u201ceffort and time\u201d by not re-deriving the same regulatory lessons from scratch.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_%E2%80%9Cwe_knew_and_did_nothing%E2%80%9D_evidence\"><\/span>The \u201cwe knew and did nothing\u201d evidence<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">What makes the parallel more than a metaphor is that policymakers said this <em>out loud<\/em>, in public, years ago \u2014 and then largely didn\u2019t act.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">At the May 2023 Senate Judiciary Committee hearing on AI (with Sam Altman testifying), senators repeatedly invoked Congress\u2019s failure to regulate social media or pass meaningful data privacy legislation as the mistake they didn\u2019t want to repeat with AI. That\u2019s a two-year-old admission of the exact failure mode being discussed today, from the people with the power to prevent it.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">A former Twitter\/Meta head of public policy, <strong>Sean Evins<\/strong>, wrote a first-person account (Fortune, Oct 2025) of watching this play out from inside both companies: misinformation, algorithmic bias, and polarization all identified early, all deprioritized in favor of speed, and all eventually \u201ctoo big, too embedded, too essential\u201d to meaningfully regulate by the time anyone tried. His framing of the current AI moment \u2014 \u201cwe\u2019re moving fast, breaking things, and building the plane while flying it\u201d \u2014 is essentially an eyewitness confirmation of the Sanders\/Schneier thesis from the inside of the industry.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Where_the_parallel_is_being_contested\"><\/span>Where the parallel is being contested<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Worth including for balance: not everyone agrees the \u201crepeating the mistake\u201d framing is accurate as of 2026. The American Consumer Institute (April 2026) argues the opposite \u2014 that AI-driven safety tooling (age-appropriate content filters, behavioral monitoring apps like Aura, AI-assisted moderation) is actually <em>outpacing<\/em> the slower legislative process, and that a wave of new 2026 state laws risks locking in requirements that are already obsolete relative to what the technology can self-regulate. It\u2019s a useful counterpoint: the claim isn\u2019t that regulation is impossible, but that hard-coded legal mandates move slower than either the harm or the fix.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Meanwhile, actual state-level AI legislation is arriving faster than it did for social media \u2014 Virginia\u2019s minors\u2019 social media law, California\u2019s social media account-cancellation law, and California\u2019s Transparency in Frontier AI Act all took effect January 1, 2026, alongside more than 20 other California AI laws spanning employment, healthcare, and education. A Cooley lawyer covering this space in April 2026 described lawmakers as explicitly drawing on the \u201cparallel history\u201d of social media regulation \u2014 sometimes usefully, sometimes not, since the underlying technologies aren\u2019t identical.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_gap\"><\/span>The gap<span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Notably absent: a book-length treatment of this specific argument. Jonathan Haidt\u2019s <em>The Anxious Generation<\/em> documents the underestimated-harm side of the social media story but doesn\u2019t extend the thesis to LLMs. The parallel currently lives in papers, think-tank publications, and executive op-eds \u2014 which makes sense given how recent the LLM wave is, but also means the argument hasn\u2019t yet had a full-length, synthesized treatment. That\u2019s arguably the opening for exactly the kind of piece you\u2019re writing.<\/p>\r\n\r\n\r\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Sources<\/strong><\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Sanders, N. &amp; Schneier, B. (2024). <em>Let\u2019s not make the same mistakes with AI that we made with social media.<\/em> Belfer\/Berkman Klein Center, Harvard. Also in MIT Technology Review.<\/li>\r\n\r\n\r\n\r\n<li>Napoli, P. M. &amp; Adi, S. (2025). <em>On moving fast and breaking things.. again: social media\u2019s lessons for generative AI governance.<\/em> Information, Communication &amp; Society.<\/li>\r\n\r\n\r\n\r\n<li><em>Governing AI Companionship: Lessons from Social Media Regulation.<\/em> Proceedings of the 2026 ACM Conference on Fairness, Accountability, and Transparency (FAccT &#8217;26).<\/li>\r\n\r\n\r\n\r\n<li><em>Generative AI Regulation Can Learn From Social Media Regulation.<\/em> arXiv:2412.11335 (2024).<\/li>\r\n\r\n\r\n\r\n<li>Evins, S. (2025, Oct 11). <em>I had a front-row seat to the social media revolution&#8230; The same mistakes are happening in AI.<\/em> Fortune.<\/li>\r\n\r\n\r\n\r\n<li>Yahoo Finance\/AOL (2023, May 17). <em>Senators say they failed to act on social media, won&#8217;t make same mistake with AI.<\/em><\/li>\r\n\r\n\r\n\r\n<li>The American Consumer Institute (2026, April). <em>The Growing Gap Between Social Media Regulation and Technological Innovation.<\/em><\/li>\r\n\r\n\r\n\r\n<li>Privacy Daily (2026, April 30). <em>Despite Parallels, Companies Must Track Differences to Comply with AI Chatbot Laws.<\/em><\/li>\r\n<\/ul>\r\n","protected":false},"excerpt":{"rendered":"<p>For nearly two decades, social media grew with almost no regulatory friction. Only now, after well-documented harm to mental health, political discourse, and children\u2019s wellbeing, governments are catching up, passing age-verification laws, algorithm-transparency rules, and youth-protection statutes. The pattern is familiar: underestimate the impact, let the technology embed itself into daily life, and only legislate [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[40],"tags":[44,41,45,43],"class_list":["post-149","post","type-post","status-publish","format-standard","hentry","category-tech","tag-governance","tag-llm","tag-regulation","tag-socialmedia"],"_links":{"self":[{"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/posts\/149","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/comments?post=149"}],"version-history":[{"count":6,"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/posts\/149\/revisions"}],"predecessor-version":[{"id":155,"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/posts\/149\/revisions\/155"}],"wp:attachment":[{"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/media?parent=149"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/categories?post=149"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/christophewilhelm.com\/blog\/wp-json\/wp\/v2\/tags?post=149"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}