{"id":97894,"date":"2026-02-18T15:43:10","date_gmt":"2026-02-18T20:43:10","guid":{"rendered":"https:\/\/danielschristian.com\/learning-ecosystems\/?p=97894"},"modified":"2026-02-18T15:54:17","modified_gmt":"2026-02-18T20:54:17","slug":"something-big-is-happening-shumer-reflections-on-it-by-the-big-questions-institute","status":"publish","type":"post","link":"http:\/\/danielschristian.com\/learning-ecosystems\/2026\/02\/18\/something-big-is-happening-shumer-reflections-on-it-by-the-big-questions-institute\/","title":{"rendered":"Something Big is Happening\u00a0[Shumer] + reflections on it by the BIG Questions Institute"},"content":{"rendered":"<p><a href=\"https:\/\/shumer.dev\/something-big-is-happening\" target=\"_blank\" rel=\"noopener\"><strong>Something Big Is Happening<\/strong> <\/a>&#8212; from shumer.dev by Matt Shumer; <span style=\"color: #800000;\"><em>see below from the BIG Questions Institute, where I got this article from<\/em><\/span><\/p>\n<blockquote><p><span style=\"color: #ff6600;\"><strong>I&#8217;ve spent six years building an AI startup and investing in the space. I live in this world. And I&#8217;m writing this for the people in my life who don&#8217;t&#8230; my family, my friends, the people I care about who keep asking me &#8220;so what&#8217;s the deal with AI?&#8221; and getting an answer that doesn&#8217;t do justice to what&#8217;s actually happening. I keep giving them the polite version. The cocktail-party version. Because the honest version sounds like I&#8217;ve lost my mind. And for a while, I told myself that was a good enough reason to keep what&#8217;s truly happening to myself. But the gap between what I&#8217;ve been saying and what is actually happening has gotten far too big. The people I care about deserve to hear what is coming, even if it sounds crazy.<\/strong><\/span><\/p><\/blockquote>\n<p style=\"padding-left: 40px;\"><span style=\"color: #000000;\">&#8230;<\/span><strong><span style=\"color: #800000;\"><br \/>\nThey&#8217;ve now done it. And they&#8217;re moving on to everything else.<\/span><\/strong><\/p>\n<p style=\"padding-left: 40px;\">The experience that tech workers have had over the past year, of watching AI go from &#8220;helpful tool&#8221; to &#8220;does my job better than I do&#8221;, is the experience everyone else is about to have. <span style=\"color: #800000;\"><strong>Law, finance, medicine, accounting, consulting, writing, design, analysis, customer service.<\/strong> <\/span>Not in ten years. The people building these systems say one to five years. Some say less. And given what I&#8217;ve seen in just the last couple of months, I think &#8220;less&#8221; is more likely.<br \/>\n&#8230;<\/p>\n<blockquote><p><span style=\"color: #ff6600;\"><strong>The models available today are unrecognizable from what existed even six months ago. The debate about whether AI is &#8220;really getting better&#8221; or &#8220;hitting a wall&#8221; \u2014 which has been going on for over a year \u2014 is over. It&#8217;s done. Anyone still making that argument either hasn&#8217;t used the current models, has an incentive to downplay what&#8217;s happening, or is evaluating based on an experience from 2024 that is no longer relevant. I don&#8217;t say that to be dismissive. I say it because the gap between public perception and current reality is now enormous, and that gap is dangerous&#8230; because it&#8217;s preventing people from preparing.<\/strong><\/span><\/p><\/blockquote>\n<hr \/>\n<p><a href=\"https:\/\/big-questions-institute-newsletter.kit.com\/posts\/something-big-is-happening-and-schools-must-pay-attention\" target=\"_blank\" rel=\"noopener\"><strong>What &#8220;Something Big Is Happening&#8221; Means for Schools<\/strong><\/a> &#8212; from\/by the BIG Questions Institute<br \/>\nMatt Shumer\u2019s newsletter post\u00a0<strong><a class=\"m_-8019855514299781544ck-link\" href=\"https:\/\/shumer.dev\/something-big-is-happening\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/d0f6f490.click.convertkit-mail4.com\/zlumznzgpninhkn5gpxtphwgg8g00b6hxx44p\/qvh8h7hdz6944mbl\/aHR0cHM6Ly9zaHVtZXIuZGV2L3NvbWV0aGluZy1iaWctaXMtaGFwcGVuaW5n&amp;source=gmail&amp;ust=1771527204834000&amp;usg=AOvVaw1S1Sbqt0TqFLL568Sc8TO1\"><em>Something Big is Happening<\/em><\/a><\/strong>\u00a0has been read over 80 million times within the week when it was published, on February 9.<br \/>\n&#8230;<br \/>\nStill, it\u2019s worth reading Shumer\u2019s post. Given the claims and warnings in\u00a0<em>Something Big Is Happening<\/em> (and countless other articles), how would you truly, honestly respond to these questions:<\/p>\n<ul>\n<li>What will the purpose of school be in 5 years?<\/li>\n<li>What are we doing now that we must leave behind right away?<\/li>\n<li>What can we leave behind gradually?<\/li>\n<li>What does rigor look like in this AI-powered world?<\/li>\n<li>Does our strategy look like making adjustments at the margins or are we preparing our students for a fundamental shift?<\/li>\n<li>What is our definition of success? How do the the implications of AI and jobs (and other important forces, from geopolitical shifts and climate change, to mental health needs and shifting generational values) impact the outcomes we prioritize? What is the story of success we want to pass on to our students and wider community?<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Something Big Is Happening &#8212; from shumer.dev by Matt Shumer; see below from the BIG Questions Institute, where I got this article from I&#8217;ve spent six years building an AI startup and investing in the space. I live in this world. And I&#8217;m writing this for the people in my life who don&#8217;t&#8230; my family, [&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":[113,329,356,817,174,86,209,208,112,271,324,159,135,143,343,210,533,37,36,35,178,264,359,46,825,74,7,838,15,44,196,269,436,855,480,293,310,20,66,212,89,206,321,90,445],"tags":[],"class_list":["post-97894","post","type-post","status-publish","format-standard","hentry","category-21st-century","category-24x7x365-access","category-artificial-intelligence-agents-llms-and-related","category-bots","category-career-development","category-change","category-changing-business-models","category-cloud-based-computing-apps","category-corporate-business-world","category-creativity","category-curriculum","category-dangers-of-the-status-quo","category-design","category-disruption","category-education","category-emerging-technologies","category-experimentation","category-future","category-future-of-higher-education","category-game-changing-environment","category-generational-differences","category-graphics","category-health","category-k-12-related","category-law-schools","category-leadership","category-learning-ecosystem","category-learning-experience-design","category-lifelong-learning","category-pace-of-change","category-productivity-tips-and-tricks","category-professional-development","category-reinvent","category-skills","category-society","category-sociology","category-staying-relevant","category-strategy","category-student-related","category-surviving","category-teachers","category-trends","category-united-states","category-englishwriting","category-youth"],"_links":{"self":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/97894","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/comments?post=97894"}],"version-history":[{"count":8,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/97894\/revisions"}],"predecessor-version":[{"id":97902,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/posts\/97894\/revisions\/97902"}],"wp:attachment":[{"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/media?parent=97894"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/categories?post=97894"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/danielschristian.com\/learning-ecosystems\/wp-json\/wp\/v2\/tags?post=97894"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}