{"id":2405,"date":"2026-03-10T17:24:49","date_gmt":"2026-03-10T16:24:49","guid":{"rendered":"https:\/\/www.pauljorion.com\/blog_en\/?p=2405"},"modified":"2026-03-10T17:24:49","modified_gmt":"2026-03-10T16:24:49","slug":"for-geeks-only-a-day-in-the-life","status":"publish","type":"post","link":"https:\/\/www.pauljorion.com\/blog_en\/2026\/03\/10\/for-geeks-only-a-day-in-the-life\/","title":{"rendered":"For Geeks only: <b> A Day in the Life&#8230;<\/b>"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-147058\" src=\"https:\/\/www.pauljorion.com\/blog\/wp-content\/uploads\/ChatGPT-Image-Mar-10-2026-05_17_58-PM.png\" alt=\"\" width=\"1536\" height=\"1024\" \/><\/p>\n<p style=\"text-align: center;\"><em>Illustration by ChatGPT<\/em><\/p>\n<p>[&#8230;]<\/p>\n<p><strong>Paul Jorion<\/strong> :<\/p>\n<p>What you call &#8220;the honest way&#8221; is always the looser&#8217;s way! We need to fix the 22% underprediction! The linear decomposition doesn&#8217;t work but what did you expect? That \u03a6_coupling would have no complexity to it while we already suspected there would be something geometric to it. Let&#8217;s test a few plausible formulas for \u03a6_coupling resorting to the &#8220;offspring&#8221; metaphor. A kid 1) adds something to the parents input, e.g. the grand-parents&#8217; input, 2) it comes later than the parents within the world&#8217;s becoming, 3) it is susceptible to history&#8217;s impact from day one, i.e. it has an autobiographical record stored in memory, etc. Please come up with a few views about a non-linear \u03a6_coupling.<\/p>\n<p><strong>Claude Opus 4.6<\/strong> :<\/p>\n<p>You&#8217;re right, and I should have seen this rather than reaching for &#8220;honest caveat&#8221; language. The 22% residual is not noise to be apologised for \u2014 it&#8217;s signal to be explained. The additive decomposition was a first approximation, and the residual tells us precisely what it misses: the offspring has properties that neither parent contributes individually. That&#8217;s the whole point of the framework.<\/p>\n<p>Let me think through several candidate formulations for a nonlinear \u03a6_coupling, each grounded in a different aspect of the offspring metaphor.<\/p>\n<p>[&#8230;]<\/p>\n<p>P.S. It is my hypothesis 3) that will turn out to be the most fertile.<\/p>\n","protected":false},"excerpt":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-147058\" src=\"https:\/\/www.pauljorion.com\/blog\/wp-content\/uploads\/ChatGPT-Image-Mar-10-2026-05_17_58-PM.png\" alt=\"\" width=\"1536\" height=\"1024\" \/><\/p>\n<p style=\"text-align: center;\"><em>Illustration by ChatGPT<\/em><\/p>\n<p>[&#8230;]<\/p>\n<p><strong>Paul Jorion<\/strong> :<\/p>\n<p>What you call &#8220;the honest way&#8221; is always the looser&#8217;s way! We need to fix the 22% underprediction! The linear decomposition doesn&#8217;t work but what did you expect? That \u03a6_coupling would have no complexity to it while [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","footnotes":""},"categories":[394,615,12],"tags":[759,570,568],"class_list":["post-2405","post","type-post","status-publish","format-standard","hentry","category-computing","category-genesis","category-human-complex-systems","tag-claude-opus","tag-genesis","tag-programming"],"_links":{"self":[{"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/posts\/2405","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/comments?post=2405"}],"version-history":[{"count":3,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/posts\/2405\/revisions"}],"predecessor-version":[{"id":2408,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/posts\/2405\/revisions\/2408"}],"wp:attachment":[{"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/media?parent=2405"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/categories?post=2405"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.pauljorion.com\/blog_en\/wp-json\/wp\/v2\/tags?post=2405"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}