{"id":98201,"date":"2026-04-07T18:28:33","date_gmt":"2026-04-07T22:28:33","guid":{"rendered":"https:\/\/danielschristian.com\/learning-ecosystems\/?p=98201"},"modified":"2026-04-07T19:11:07","modified_gmt":"2026-04-07T23:11:07","slug":"how-does-this-new-ai-based-situation-impact-judges-lawyers-and-law-firms-christian-other-items-re-legaltech","status":"publish","type":"post","link":"https:\/\/danielschristian.com\/learning-ecosystems\/2026\/04\/07\/how-does-this-new-ai-based-situation-impact-judges-lawyers-and-law-firms-christian-other-items-re-legaltech\/","title":{"rendered":"How does this new AI-based situation impact judges, lawyers, and law firms? [Christian] + other items re: legaltech"},"content":{"rendered":"<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\">DC: How does this impact judges, lawyers, and law firms? What should law schools be doing?<\/p>\n<p>&#8220;The accessibility of sophisticated AI tools has destroyed traditional signals of human legitimacy online. We need a new verification system immediately.&#8221;<a href=\"https:\/\/t.co\/zwUTIrz6GR\">https:\/\/t.co\/zwUTIrz6GR<\/a><\/p>\n<p>\u2014 Daniel S. Christian (@dchristian5) <a href=\"https:\/\/twitter.com\/dchristian5\/status\/2041585953785942195?ref_src=twsrc%5Etfw\">April 7, 2026<\/a><\/p><\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote><p><strong><a href=\"https:\/\/builtin.com\/articles\/assume-everyone-is-ai-until-proven-otherwise\" target=\"_blank\" rel=\"noopener\">Summary:<\/a> <span style=\"color: #ff6600;\">Accessible AI has killed traditional signals of legitimacy.<br \/>\n&#8230;<br \/>\nExperiments show $20 consumer tools can easily bypass verification. The solution is shifting toward contextual proof that verifies human uniqueness without exposing identity.<\/span><\/strong><\/p><\/blockquote>\n<hr \/>\n<p><a href=\"https:\/\/jordanfurlong.substack.com\/p\/after-hours-1-the-legal-professions\" target=\"_blank\" rel=\"noopener\"><strong>After Hours 1: The legal profession&#8217;s new value proposition<\/strong><\/a> &#8212; from jordanfurlong.substack.com by Jordan Furlong<br \/>\n<em>The days of selling legal tasks by the hour are ending. Lawyers&#8217; future value lies in safeguarding clients&#8217; legal journeys by overcoming the most challenging obstacles on the way. Part 1 of 2.<\/em><\/p>\n<p>As a result, legal work is\u00a0<a href=\"https:\/\/jordanfurlong.substack.com\/p\/the-divergence-of-law-firms-from\" target=\"_blank\" rel=\"noopener\">dividing<\/a>\u00a0into two spheres, the first larger than the second: what Gen AI can satisfactorily address, and what it can\u2019t.<\/p>\n<ul>\n<li><em>Sphere 1: Legal Production.<\/em>\u00a0This is all the specialized intellectual work involved in generating legal solutions: researching, issue-spotting, summarizing, synthesizing, drafting, revising, reasoning, and analyzing. This is the bulk of lawyers\u2019 traditional activity and billed hours. In future, it will be done faster, cheaper, and increasingly better with machines \u2014 either by clients themselves, or embedded in systems and platforms that reduce the need for lawyer involvement.<\/li>\n<li><em>Sphere 2: Legal Judgment.<\/em>\u00a0This is higher-value work defined by the unpredictability, complexity, and impact of its challenges. In this sphere, you\u2019ll find hard-decision advice, guidance under uncertainty, systematic dispute avoidance, strategic counsel, critical advocacy, risk prioritization, and high-stakes accountability. It\u2019s likely (but far from certain) that this work will remain outside the reach of Gen AI. This is the sphere that holds the potential to support a future legal profession.<\/li>\n<\/ul>\n<p style=\"padding-left: 40px;\">&#8230;<\/p>\n<blockquote><p><span style=\"color: #ff6600;\"><strong>But not every legal journey is so simple or safe that the client can go it alone. Many times, Point B is more like Point F or Point R: a long and tortuous distance away. Many AI-generated maps will suggest a clear and direct route that bears little resemblance to the messy tangles of reality. On even moderately complex legal journeys, the unwelcome and the unexpected are always lurking. Something arises that was nowhere on the map, and until it gets resolved, the client can\u2019t move any further towards their destination.<\/strong><\/span><\/p><\/blockquote>\n<hr \/>\n<p><strong><span style=\"color: #800000;\"><em>Below are some items from Jordan&#8217;s article &#8212; or by following a rabbit trail from his posting:<\/em><\/span><\/strong><\/p>\n<hr \/>\n<p><a href=\"https:\/\/news.bloomberglaw.com\/legal-exchange-insights-and-commentary\/ai-native-firms-built-by-private-equity-will-strain-legacy-model\" target=\"_blank\" rel=\"noopener\"><strong>AI-Native Firms, Built by Private Equity, Will Strain Legacy Model<\/strong> <\/a>&#8212; from news.bloomberglaw.com by Eric Dodson Greenberg<\/p>\n<p style=\"padding-left: 40px;\">The emergence of AI-native law firms reveals the limits of a fixed binary that has characterized the legal market over the last year.<br \/>\n&#8230;<\/p>\n<p style=\"padding-left: 40px;\">The straightest path to AI law firms isn\u2019t innovation within the legacy model, or capital investing around it, but external capital being deployed to build competitors to legacy firms. These firms use AI and narrow regulatory openings to create from scratch tech-enabled law firms.<\/p>\n<p style=\"padding-left: 40px;\">Not acquire them. Not invest around them.<\/p>\n<p style=\"padding-left: 40px;\">Build them.<\/p>\n<p style=\"padding-left: 40px;\">This third path is no longer theoretical.<\/p>\n<p><iframe loading=\"lazy\" title=\"Embedded post\" src=\"https:\/\/www.linkedin.com\/embed\/feed\/update\/urn:li:share:7436705563918557185\" width=\"504\" height=\"1514\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p><a href=\"https:\/\/www.legaltechnologyhub.com\/contents\/the-dollar3500-hour-vs-the-dollar500-contract\/\" target=\"_blank\" rel=\"noopener\"><strong>The $3,500 Hour vs. The $500 Contract<\/strong> <\/a>&#8212; from legaltechnologyhub.com by Brandi Pack<\/p>\n<p style=\"padding-left: 40px;\"><span xml:lang=\"EN-US\" data-contrast=\"auto\">While rates at the top continue climbing, the operational foundation of legal work is being rebuilt.<\/span><span data-ccp-props=\"{}\"><br \/>\n&#8230;<br \/>\n<\/span><span xml:lang=\"EN-US\" data-contrast=\"auto\">Its pricing reflects that structure. Contract review between\u00a0three\u00a0and 50 pages costs $500. Short agreements are $250. Longer contracts are billed per page. Drafting from scratch is offered at a fixed fee.<\/span><span data-ccp-props=\"{}\">\u00a0<\/span><\/p>\n<div style=\"padding-left: 40px;\">\n<p><span xml:lang=\"EN-US\" data-contrast=\"auto\">There is no running clock.<\/span><\/p>\n<p><span xml:lang=\"EN-US\" data-contrast=\"auto\">The premise is straightforward. If generative AI materially reduces the time\u00a0required\u00a0for standardized work, the cost base changes. And when the cost base changes, pricing models eventually follow.<\/span><\/p>\n<\/div>\n<p><span style=\"color: #ffffff;\">.<\/span><\/p>\n<blockquote class=\"twitter-tweet\">\n<p lang=\"en\" dir=\"ltr\">Autonomous agents have already transformed engineering. Legal is next.<\/p>\n<p>Agents are moving beyond assisting individuals to operating across entire workflows. This isn\u2019t just a productivity shift, it\u2019s an organizational one. <a href=\"https:\/\/t.co\/mMOBmJTfIA\">pic.twitter.com\/mMOBmJTfIA<\/a><\/p>\n<p>&mdash; Harvey (@harvey) <a href=\"https:\/\/twitter.com\/harvey\/status\/2039706468874887419?ref_src=twsrc%5Etfw\">April 2, 2026<\/a><\/p><\/blockquote>\n<p> <script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<hr \/>\n<hr \/>\n<p><span style=\"color: #800000;\"><em>From DSC:<br \/>\nThis next item is not from Jordan, but may also be useful to some of you out there:<\/em><\/span><\/p>\n<p><a href=\"https:\/\/www.legallydisrupted.com\/p\/want-to-work-at-legora-harvey-or\" target=\"_blank\" rel=\"noopener\"><strong>Want to Work at Legora, Harvey or Another Legal AI Startup?<\/strong><\/a>\u00a0&#8212; from legallydisrupted.com by Zach Abramowitz<br \/>\n<em>Podcast with a Biglaw Partner Who Now Occupies a Senior Role at Legora<\/em><\/p>\n<p style=\"padding-left: 40px;\">In Episode 45 of Zach Abramowitz is Legally Disrupted, Kyle and dive into why building tech workflows and writing AI prompts should absolutely be considered billable work. We also explore why AI commoditizing the legal \u201cgrinders\u201d and \u201cminders\u201d means old-school social skills are about to become your single biggest competitive advantage. Finally, Kyle goes into great detail about how exactly how he landed a top role at Legora and how others can do the same (hint: merely dropping your resume into a web portal is not enough).<\/p>\n<hr \/>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>DC: How does this impact judges, lawyers, and law firms? What should law schools be doing? &#8220;The accessibility of sophisticated AI tools has destroyed traditional signals of human legitimacy online. We need a new verification system immediately.&#8221;https:\/\/t.co\/zwUTIrz6GR \u2014 Daniel S. Christian (@dchristian5) April 7, 2026 Summary: Accessible AI has killed traditional signals of legitimacy. &#8230; [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[113,329,356,825,837,833,830,285,130],"tags":[],"class_list":["post-98201","post","type-post","status-publish","format-standard","hentry","category-21st-century","category-24x7x365-access","category-artificial-intelligence-agents-llms-and-related","category-law-schools","category-legal-operations","category-legal-reform","category-legal-technologies","category-legislation-legislatures","category-podcasting"],"_links":{"self":[{"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/98201","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/comments?post=98201"}],"version-history":[{"count":10,"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/98201\/revisions"}],"predecessor-version":[{"id":98224,"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/98201\/revisions\/98224"}],"wp:attachment":[{"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/media?parent=98201"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/categories?post=98201"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/tags?post=98201"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}