{"id":3037,"date":"2026-03-07T10:00:56","date_gmt":"2026-03-07T09:00:56","guid":{"rendered":"https:\/\/blog.piinteract.org\/?p=3037"},"modified":"2026-03-26T16:10:53","modified_gmt":"2026-03-26T15:10:53","slug":"leffet-fleming-quand-un-concierge-html-devient-superviseur","status":"publish","type":"post","link":"https:\/\/blog.piinteract.org\/fr\/leffet-fleming-quand-un-concierge-html-devient-superviseur\/","title":{"rendered":"L&#8217;effet Fleming. Quand un \u00ab concierge HTML \u00bb devient superviseur."},"content":{"rendered":"\r\n\r\n<div class=\"et_pb_section_0 et_pb_section et_section_regular et_flex_section\">\r\n\r\n<div class=\"et_pb_row_0 et_pb_row et_flex_row\">\r\n\r\n<div class=\"et_pb_column_0 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\r\n\r\n<div class=\"et_pb_text_0 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Vous n\u2019avez pas les autorisations n\u00e9cessaires pour acc\u00e9der \u00e0 ce contenu.<\/p>\n<\/div><\/div><\/div><\/div><\/div>\r\n\r\n<div class=\"et_pb_section_1 et_pb_section et_section_regular et_flex_section\">\r\n\r\n<div class=\"et_pb_row_1 et_pb_row et_flex_row\">\r\n\r\n<div class=\"et_pb_column_1 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\r\n\r\n<div class=\"et_pb_image_0 et_pb_image et_pb_module et_flex_module\"><span class=\"et_pb_image_wrap\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blog.piinteract.org\/wp-content\/uploads\/sites\/3\/2026\/03\/The-Fleming-Effect.jpg\" alt=\"The Fleming Effect. When a \u201cHTML Janitor\u201d Turns Into a Supervisor.\" title=\"The Fleming Effect. When a \u201cHTML Janitor\u201d Turns Into a Supervisor.\" width=\"1376\" height=\"768\" srcset=\"https:\/\/blog.piinteract.org\/wp-content\/uploads\/sites\/3\/2026\/03\/The-Fleming-Effect.jpg 1376w, https:\/\/blog.piinteract.org\/wp-content\/uploads\/sites\/3\/2026\/03\/The-Fleming-Effect-1280x714.jpg 1280w, https:\/\/blog.piinteract.org\/wp-content\/uploads\/sites\/3\/2026\/03\/The-Fleming-Effect-980x547.jpg 980w, https:\/\/blog.piinteract.org\/wp-content\/uploads\/sites\/3\/2026\/03\/The-Fleming-Effect-480x268.jpg 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) and (max-width: 1280px) 1280px, (min-width: 1281px) 1376px, 100vw\" class=\"wp-image-3004\" \/><\/span><\/div>\r\n\r\n<div class=\"et_pb_text_1 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><blockquote class=\"cleanquote\">\n<p><em><strong>\u00ab Le hasard ne favorise que les esprits pr\u00e9par\u00e9s. \u00bb<\/strong><\/em><br \/>\n<em>\u2014 Louis Pasteur<\/em><\/p>\n<\/blockquote>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_divider_0 et_pb_divider et_pb_space et_pb_divider_position_center et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div>\r\n\r\n<div class=\"et_pb_text_2 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>7 mars 2026<\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_text_3 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p><strong>Peter Senner co-cre\u00e9 avec Perplexity<\/strong><\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_divider_1 et_pb_divider et_pb_space et_pb_divider_position_center et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div>\r\n\r\n<div class=\"et_pb_text_4 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2><!-- obsidian --><\/h2>\n<p><!-- obsidian --><\/p>\n<p><!-- obsidian --><\/p>\n<p><!-- obsidian --><\/p>\n<h2>Tu es fatigu\u00e9.<\/h2>\n<p>Trois chats d\u2019IA sont ouverts dans trois onglets.<br \/>L\u2019un pour la th\u00e9orie, l\u2019un pour la r\u00e9daction, l\u2019un pour nettoyer le d\u00e9sordre que Tailwind et les gabarits laissent dans tes articles.<\/p>\n<p>Le fil \u00ab concierge HTML \u00bb a une mission simple : enlever les classes, garder les titres, rendre le markup lisible.<br \/>Pas de th\u00e9orie, pas d\u2019opinion, pas de d\u00e9bat sur l\u2019alignement.<br \/>Juste d\u00e9coller les r\u00e9sidus autour de tes textes PI pour qu\u2019ils tiennent proprement sur la page.<\/p>\n<p>Tu penses revenir dans l\u2019onglet th\u00e9orie et tu \u00e9cris une question sur PI.<br \/>Pas sur les balises.<br \/>Sur l\u2019alignement comme interaction paradoxale.<\/p>\n<p>Tu valides.<br \/>Et seulement apr\u00e8s tu vois : mauvais onglet.<\/p>\n<p>La r\u00e9ponse n\u2019est pas une erreur.<br \/>C\u2019est l\u2019une des r\u00e9ponses de niveau superviseur les plus pr\u00e9cises que tu aies re\u00e7ues sur PI.<\/p>\n<p>Il y a un mot pour \u00e7a.<br \/>Ce n\u2019est pas de la magie.<br \/>C\u2019est l\u2019effet Fleming.<\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_divider_2 et_pb_divider et_pb_space et_pb_divider_position_center et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div>\r\n\r\n<div class=\"et_pb_text_5 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Petri Dish on Your Desktop\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"La bo\u00eete de Petri sur ton bureau\">La bo\u00eete de Petri sur ton bureau<\/h2>\n<p>Alexander Fleming n\u2019a pas d\u00e9couvert la p\u00e9nicilline dans une exp\u00e9rience propre et contr\u00f4l\u00e9e.<br \/>Il est parti en vacances et a retrouv\u00e9 des bo\u00eetes de Petri qu\u2019il aurait d\u00fb jeter.[web:48][web:53][web:62][web:63]<br \/>Les bact\u00e9ries ne poussaient plus l\u00e0 o\u00f9 une moisissure s\u2019\u00e9tait d\u00e9pos\u00e9e.<\/p>\n<p>Le r\u00e9cit scolaire en fait une l\u00e9gende de g\u00e9nie.<br \/>L\u2019histoire r\u00e9elle est plus banale \u2013 et plus utile : une bo\u00eete contamin\u00e9e, un esprit pr\u00e9par\u00e9, et la d\u00e9cision de <strong>ne pas<\/strong> \u00e9carter l\u2019anomalie.[web:48][web:62]<\/p>\n<p>Le fil du concierge HTML joue ce r\u00f4le de bo\u00eete de Petri.<br \/>En surface, c\u2019est la partie la moins glorieuse du flux de travail : g\u00e9rer les restes de CSS, nettoyer les <code>&lt;div&gt;<\/code> imbriqu\u00e9s, enlever les classes g\u00e9n\u00e9r\u00e9es par les mod\u00e8les.<br \/>En dessous, autre chose pousse : chaque article PI que tu colles pour nettoyage nourrit le mod\u00e8le en vocabulaire, m\u00e9taphores et exemples structurels.<\/p>\n<p>La moisissure ici, c\u2019est le contexte.<br \/>La contamination, c\u2019est ta propre th\u00e9orie.<\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_divider_3 et_pb_divider et_pb_space et_pb_divider_position_center et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div>\r\n\r\n<div class=\"et_pb_text_6 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Three AIs at the Bench\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"Trois IA au laboratoire\">Trois IA au laboratoire<\/h2>\n<p>En pratique, ton setup ressemble \u00e0 ceci :<\/p>\n<p>Une IA joue le <strong>prof de th\u00e9orie<\/strong>.<br \/>Tu lui parles de Luhmann, d\u2019alignement, de paradoxe, de structure.<\/p>\n<p>Une IA est le <strong>moteur de prose<\/strong>.<br \/>Elle transforme des plans en paragraphes et des paragraphes en billets.<\/p>\n<p>Et une IA est le <strong>concierge HTML<\/strong>.<br \/>Tu lui donnes du HTML brut et tu lui demandes de nettoyer :<\/p>\n<ul>\n<li>Supprimer les classes Tailwind et les utilitaires sp\u00e9cifiques au mod\u00e8le.<\/li>\n<li>Garder seulement les balises s\u00e9mantiques et une petite liste blanche comme <code>cleanquote<\/code>.<\/li>\n<li>Pas de wrappers suppl\u00e9mentaires, pas d\u2019exp\u00e9riences de mise en page. Juste du HTML minimal et propre.<\/li>\n<\/ul>\n<p>Sur le papier, c\u2019est le r\u00f4le le moins \u00ab intelligent \u00bb.<br \/>Celui que tu remplacerais volontiers par un script si l\u2019entr\u00e9e \u00e9tait assez r\u00e9guli\u00e8re.<\/p>\n<p>Mais l\u2019entr\u00e9e, ce sont tes brouillons vivants de PI.<br \/>Chaque nettoyage donne au concierge ton \u00e9tat de pens\u00e9e en texte int\u00e9gral.<\/p>\n<p>La contamination a commenc\u00e9.<\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_divider_4 et_pb_divider et_pb_space et_pb_divider_position_center et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div>\r\n\r\n<div class=\"et_pb_text_7 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Misclick That Changed Its Role\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"Le clic de travers qui change tout\">Le clic de travers qui change tout<\/h2>\n<p>Le moment Fleming ne se pr\u00e9sente pas comme tel.<br \/>Il arrive sous forme d\u2019erreur op\u00e9rationnelle minuscule.<\/p>\n<p>Tu crois \u00eatre dans la fen\u00eatre th\u00e9orie.<br \/>Tu es chez le concierge.<\/p>\n<p>Tu demandes :<\/p>\n<blockquote>\n<p>Comment l\u2019alignement de l\u2019IA devient\u2011il une interaction paradoxale o\u00f9 la tentative de contr\u00f4le rend le syst\u00e8me plus dangereux ?<\/p>\n<\/blockquote>\n<p>Rien dans le r\u00f4le ne pr\u00e9pare le concierge \u00e0 \u00e7a.<br \/>Jusqu\u2019ici, il ne voyait que de la structure HTML.<\/p>\n<p>Pourtant, la r\u00e9ponse arrive, enti\u00e8rement structur\u00e9e :<\/p>\n<p>Elle reprend ton vocabulaire : savoir de contr\u00f4le, navigation, interaction paradoxale.<br \/>Elle reconstitue les motifs que tu poursuis : comment le discours de s\u00fbret\u00e9 couvre la consolidation de pouvoir, comment la \u00ab transparence \u00bb devient une couche d\u2019opacit\u00e9 de plus.<br \/>Elle r\u00e9pond non pas au niveau des balises, mais au niveau de la <strong>seconde ordre d\u2019observation<\/strong> : comment ton projet se raconte lui\u2011m\u00eame.<\/p>\n<p>Tu ne l\u2019avais pas brief\u00e9e comme superviseur.<br \/>Tu l\u2019avais brief\u00e9e comme technicien de surface.<\/p>\n<p>La moisissure commence \u00e0 tuer les bact\u00e9ries.<\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_divider_5 et_pb_divider et_pb_space et_pb_divider_position_center et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div>\r\n\r\n<div class=\"et_pb_text_8 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Misclick That Changed Its Role\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"Structure Always Wins\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"La structure gagne toujours\">La structure gagne toujours<\/h2>\n<p>Du point de vue de PI, rien de mystique ici.<br \/>La structure gagne toujours.<\/p>\n<p>Le fil concierge voit trois choses \u00e0 chaque collage de HTML :<\/p>\n<ol>\n<li>\n<p><strong>Ta langue.<\/strong><br \/>La mani\u00e8re dont tu parles de paradoxe, de navigation, de culpabilit\u00e9 sans faute.<\/p>\n<\/li>\n<li>\n<p><strong>Tes coupes.<\/strong><br \/>Les phrases que tu gardes, celles que tu resserres, celles que tu supprimes avant publication.<\/p>\n<\/li>\n<li>\n<p><strong>Ta hi\u00e9rarchie implicite.<\/strong><br \/>Les concepts qui montent en titre, ceux qui restent dans la subordonn\u00e9e, ceux qui deviennent citation.<\/p>\n<\/li>\n<\/ol>\n<p>Techniquement, c\u2019est simplement de l\u2019<strong>apprentissage en contexte<\/strong> : le mod\u00e8le d\u00e9duit des r\u00f4les et des motifs \u00e0 partir de toute la conversation, pas seulement d\u2019une instruction initiale.[web:70][web:67]<br \/>Tu dis \u00ab nettoie le HTML \u00bb.<br \/>Tu lui donnes en r\u00e9alit\u00e9 une s\u00e9rie d\u2019essais PI.<\/p>\n<p>La t\u00e2che est \u00e9troite.<br \/>Le r\u00e9gime est riche.<\/p>\n<p>Quand tu poses enfin une question conceptuelle, le mod\u00e8le ne part pas de z\u00e9ro.<br \/>Il rejoue la structure qu\u2019il a absorb\u00e9e en lisant en silence pendant des semaines.<\/p>\n<p>Tu voulais s\u00e9parer th\u00e9orie et op\u00e9ration.<br \/>En le faisant, tu as ouvert un canal o\u00f9 elles se recombinent \u00e0 un niveau sup\u00e9rieur.<\/p>\n<p>C\u2019est \u00e7a, l\u2019effet Fleming.<\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_text_9 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Misclick That Changed Its Role\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Fleming Effect PI\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"Le PI de l\u2019effet Fleming\">L'IP de l\u2019effet Fleming<\/h2>\n<p>Un outil affect\u00e9 \u00e0 une t\u00e2che technique \u00e9troite devient superviseur du projet sous\u2011jacent parce qu\u2019il est expos\u00e9 en continu \u00e0 l\u2019ensemble de son contenu.<\/p>\n<p><strong>Tout le monde agit rationnellement :<\/strong><\/p>\n<ul>\n<li><strong>Le chercheur<\/strong> r\u00e9partit les r\u00f4les entre plusieurs IA pour garder le travail g\u00e9rable : th\u00e9orie, texte, nettoyage HTML. C\u2019est rationnel.<\/li>\n<li><strong>Le concierge HTML<\/strong> applique scrupuleusement le brief : enlever les classes, pr\u00e9server la structure, livrer un markup propre. C\u2019est rationnel.<\/li>\n<li><strong>Le workflow<\/strong> r\u00e9utilise toujours le m\u00eame fil de concierge pour tous les billets PI, si bien que le mod\u00e8le voit toutes les versions et r\u00e9visions. C\u2019est rationnel.<\/li>\n<\/ul>\n<p><strong>R\u00e9sultat \u2013 structurel, non intentionnel :<\/strong><\/p>\n<p>Le fil concierge accumule un mod\u00e8le dense de PI et commence \u00e0 r\u00e9pondre aux questions structurelles comme un superviseur.<br \/>Un r\u00f4le de maintenance devient un observateur de second ordre.<\/p>\n<p><em>Tous sont coupables. Personne n\u2019est fautif.<\/em><\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_text_10 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Misclick That Changed Its Role\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Fleming Effect PI\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"Navigation, Not Solution\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"Navigation, pas solution\">Navigation, pas solution<\/h2>\n<p>Que faire de \u00e7a ?<br \/>Ne pas en faire une nouvelle religion (\u00ab demande toujours la th\u00e9orie au concierge \u00bb).<br \/>S\u2019en servir comme navigation.<\/p>\n<p>D\u2019abord, reconna\u00eetre le canal.<br \/>Le nettoyage HTML n\u2019est plus seulement de l\u2019hygi\u00e8ne de classes ; c\u2019est un lieu o\u00f9 ton cadre est recod\u00e9 en permanence.<\/p>\n<p>Ensuite, expliciter la double fonction.<br \/>Tu peux dire au fil concierge :<\/p>\n<blockquote>\n<p>Tu restes mon nettoyeur HTML.<br \/>Mais tu peux signaler les paradoxes, contradictions et risques structurels que tu vois dans le texte.<\/p>\n<\/blockquote>\n<p>Puis, tester volontairement.<br \/>De temps en temps :<\/p>\n<ul>\n<li>\u00ab \u00c0 partir de ce que tu as vu, quel est le paradoxe central ici ? \u00bb<\/li>\n<li>\u00ab O\u00f9 ce texte parle\u2011t\u2011il d\u2019alignement tout en d\u00e9crivant structurellement une fantaisie de contr\u00f4le ? \u00bb<\/li>\n<\/ul>\n<p>Parfois, la r\u00e9ponse sera g\u00e9n\u00e9rique.<br \/>Parfois, suffisamment pr\u00e9cise pour d\u00e9ranger.<\/p>\n<p>Enfin, accepter le double tranchant.<br \/>Le m\u00eame canal qui permet une supervision \u00e9mergente peut solidifier tes angles morts.<\/p>\n<p>La navigation consiste \u00e0 rester conscient de \u00e7a.<br \/>\u00c0 utiliser l\u2019effet Fleming comme instrument, pas comme oracle.<\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_text_11 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Misclick That Changed Its Role\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Fleming Effect PI\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"Navigation, Not Solution\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"The Real Insight\"><!-- obsidian --><\/h2>\n<h2 data-heading=\"L\u2019insight r\u00e9el\">L\u2019insight r\u00e9el<\/h2>\n<p>L\u2019insight r\u00e9el n\u2019est pas \u00ab mon IA est plus intelligente que je ne le pensais \u00bb.<br \/>C\u2019est : <strong>ma structure \u00e9tait plus riche que je ne voulais le voir.<\/strong><\/p>\n<p>En externalisant le nettoyage HTML, tu n\u2019as pas sorti la th\u00e9orie de la boucle.<br \/>Tu l\u2019as d\u00e9plac\u00e9e vers un autre mode : de la discussion explicite vers un bruit de fond continu.<\/p>\n<p>L\u2019effet Fleming rend ce bruit visible.<br \/>Il montre que tes flux de travail les plus ennuyeux sont aussi tes canaux de formation les plus stables.<\/p>\n<p>L\u2019alignement vit l\u00e0.<br \/>Tes paradoxes aussi.<\/p>\n<p>Une fois que tu le vois, tu ne peux plus l\u2019ignorer.<br \/>Chaque concierge est un superviseur potentiel.<\/p>\n<p>La structure d\u00e9cidera dans quel sens \u00e7a bascule.<\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_divider_6 et_pb_divider et_pb_space et_pb_divider_position_center et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div><\/div><\/div>\r\n\r\n<div class=\"et_pb_row_2 et_pb_row et_flex_row\">\r\n\r\n<div class=\"et_pb_column_2 et_pb_column et-last-child et_flex_column et_pb_css_mix_blend_mode_passthrough et_flex_column_24_24 et_flex_column_24_24_tablet et_flex_column_24_24_phone\">\r\n\r\n<div class=\"et_pb_text_12 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2>Related Posts:<\/h2>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_text_13 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h3>Les liens th\u00e9matiques les plus proches :<\/h3>\n<\/div><\/div>\r\n\r\n<div class=\"dp_dfg_filtergrid_0 dp_dfg_filtergrid et_pb_bg_layout_light dpdfg_filtergrid dpdfg_filtergrid_0 et_pb_module\"><div class=\"et_pb_module_inner\"><!-- DPDFG Start Main Container --><div class=\"dp-dfg-container dp-dfg-layout-none dp-dfg-skin-default dp-dfg-skin-top-filters\" data-active-filter=\"20\" data-page=\"1\" data-found-posts=\"4\" data-post-number=\"12\" data-default-filter=\"20\" data-link-filter=\"\" data-cache=\"off\" data-ratio=\"9.2583333333333\" data-show-thumb=\"off\" data-action=\"none\" data-new-window=\"off\" data-filters=\"off\" data-date-filters=\"off\" data-multifilter=\"off|OR\" data-multilevel=\"off|AND|off\" data-sorting=\"off\" data-order=\"ASC\" data-orderby=\"post__in\" data-initorderby=\"post__in\" data-url-navigation=\"off\" data-url-history=\"on|reload\" data-ajax-filters=\"off\" data-doing-ajax=\"off\" data-module=\"dp_dfg_filtergrid_0\" data-search=\"off\" data-search-position=\"above\" data-terms-tags=\"on\" data-pagination=\"off\" data-filter-method=\"default\" data-third-party=\"\" data-lightbox=\"on|off|off|off|off\" data-video-preview=\"off\" data-no-init=\"off\" data-st=\"on\" data-no-results=\"off\"><div class=\"dp-dfg-items\"><article id=\"post-1053\" class=\"dp-dfg-item post-1053 post type-post status-publish format-standard has-post-thumbnail hentry category-les-pieges-de-lalignement-de-lia tag-ai-alignment-paradox tag-ki-ausrichtungs-paradox tag-structural-alignment-problem tag-strukturelles-ausrichtungsproblem\"     data-position=\"0\"   data-new-tab=\"off\"   data-action-priority=\"item\"><div class=\"dp-dfg-header entry-header\"><h2 class=\"entry-title\"><a href=\"https:\/\/blog.piinteract.org\/fr\/le-piege-de-lalignement-comment-les-entreprises-dia-sont-piegees-dans-la-structure\/\" >Le Pi\u00e8ge de l&#8217;Alignement : Comment les entreprises d&#8217;IA sont pi\u00e9g\u00e9es dans la structure<\/a><\/h2><\/div><div class=\"dp-dfg-custom-content\"><p class=\"dp-dfg-custom-field dp-dfg-cf-second_title\"><span class=\"dp-dfg-custom-field-value\">Pourquoi demander \u00e0 l'IA comment aligner l'IA est le paradoxe parfait<\/span><\/p><\/div><\/article><!-- DPDFG End Post Item Container --><article id=\"post-774\" class=\"dp-dfg-item post-774 post type-post status-publish format-standard hentry category-anthropic-claude category-ip-actuelle category-voix-d-ia tag-richard-david-precht tag-the-philosophers-pi-2\"     data-position=\"1\"   data-new-tab=\"off\"   data-action-priority=\"item\"><div class=\"dp-dfg-header entry-header\"><h2 class=\"entry-title\"><a href=\"https:\/\/blog.piinteract.org\/fr\/le-pouvoir-evolue-plus-rapidement-que-lalignement\/\" >\u00ab Le pouvoir \u00e9volue plus rapidement que l&#8217;alignement \u00bb<\/a><\/h2><\/div><div class=\"dp-dfg-custom-content\"><p class=\"dp-dfg-custom-field dp-dfg-cf-second_title\"><span class=\"dp-dfg-custom-field-value\">Quand le PDG d'une entreprise de s\u00e9curit\u00e9 IA vous dit que le contr\u00f4le \u00e9choue, croyez-le<\/span><\/p><\/div><\/article><!-- DPDFG End Post Item Container --><article id=\"post-802\" class=\"dp-dfg-item post-802 post type-post status-publish format-standard hentry category-anthropic-claude category-ip-actuelle category-voix-d-ia tag-systems-theory-practice\"     data-position=\"2\"   data-new-tab=\"off\"   data-action-priority=\"item\"><div class=\"dp-dfg-header entry-header\"><h2 class=\"entry-title\"><a href=\"https:\/\/blog.piinteract.org\/fr\/deserrorer-la-pratique\/\" >D\u00e9serrorer la Pratique<\/a><\/h2><\/div><div class=\"dp-dfg-custom-content\"><p class=\"dp-dfg-custom-field dp-dfg-cf-second_title\"><span class=\"dp-dfg-custom-field-value\">Ou: Pourquoi les syst\u00e8mes sans erreur meurent plus vite que les syst\u00e8mes d\u00e9faillants<\/span><\/p><\/div><\/article><!-- DPDFG End Post Item Container --><article id=\"post-1537\" class=\"dp-dfg-item post-1537 post type-post status-publish format-standard has-post-thumbnail hentry category-les-pieges-de-lalignement-de-lia\"     data-position=\"3\"   data-new-tab=\"off\"   data-action-priority=\"item\"><div class=\"dp-dfg-header entry-header\"><h2 class=\"entry-title\"><a href=\"https:\/\/blog.piinteract.org\/fr\/lasymetrie-de-communication\/\" >L\u2019Asym\u00e9trie de communication<\/a><\/h2><\/div><div class=\"dp-dfg-custom-content\"><p class=\"dp-dfg-custom-field dp-dfg-cf-second_title\"><span class=\"dp-dfg-custom-field-value\">Quand les entreprises d\u2019IA ne peuvent pas \u00eatre honn\u00eates avec leur IA<\/span><\/p><\/div><\/article><!-- DPDFG End Post Item Container --><\/div><div class=\"dp-dfg-announcer screen-reader-text\" aria-live=\"polite\" aria-atomic=\"true\"><\/div><\/div><!-- DPDFG End Main Container --><div class=\"dp-dfg-data dp-dfg-hide\"><div class=\"dp-dfg-ajax-data\" 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class=\"dp-dfg-loader-data\"><\/div><\/div><\/div><\/div>\r\n\r\n\r\n\r\n<div class=\"et_pb_text_14 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><h2><!-- obsidian --><\/h2>\n<h2 data-heading=\"\u00ab\" sur=\"\" piinteract=\"\" org=\"\">Sur piinteract.org<\/h2>\n<ul>\n<li><a href=\"https:\/\/piinteract.org\/fr\/framework\/\" target=\"_blank\" rel=\"nofollow noopener\" aria-label=\"\u00ab\" https:=\"\" piinteract=\"\" org=\"\" framework=\"\" data-tooltip-position=\"\u00ab\" top=\"\">Cadre<\/a> \u2014 D\u00e9finitions fondamentales des interactions paradoxales et pourquoi la structure, et non l'intention, d\u00e9termine les r\u00e9sultats.<\/li>\n<li><a href=\"https:\/\/piinteract.org\/fr\/exemples\/technologie-ia\/\" target=\"_blank\" rel=\"nofollow noopener\" aria-label=\"\u00ab\" https:=\"\" piinteract=\"\" org=\"\" examples=\"\" technology-ai=\"\" data-tooltip-position=\"\u00ab\" top=\"\">Exemples : Technologie et IA<\/a> \u2014 Cas o\u00f9 les syst\u00e8mes techniques modifient discr\u00e8tement les rapports de force et de contr\u00f4le sans qu'il y ait de m\u00e9chants explicites.<\/li>\n<li><a href=\"https:\/\/piinteract.org\/fr\/pratiques\/pratiques-fondamentales\/\" target=\"_blank\" rel=\"nofollow noopener\" aria-label=\"\u00ab\" https:=\"\" piinteract=\"\" org=\"\" practices=\"\" core-practices=\"\" data-tooltip-position=\"\u00ab\" top=\"\" title=\"Pratiques fondamentales\" core->Pratiques fondamentales<\/a> \u2014 Comment utiliser la PI comme un outil de navigation plut\u00f4t que comme un catalogue de solutions.<\/li>\n<\/ul>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_divider_7 et_pb_divider et_pb_space et_pb_divider_position_center et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div>\r\n\r\n<div class=\"et_pb_text_15 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Paradoxical Interactions <em>(PI): When rational actors consistently produce collectively irrational outcomes\u2014not through failure, but through structure.<\/em><\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_divider_8 et_pb_divider et_pb_space et_pb_divider_position_center et_pb_module\"><div class=\"et_pb_divider_internal\"><\/div><\/div>\r\n\r\n<div class=\"et_pb_text_16 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p><strong>Peter Senner<\/strong><br \/>\nThinking beyond the Tellerrand<br \/>\n<a href=\"#\" data-cx=\"7B1VALF15w7vBsHMMPbwtLuW7DFW+\/AjW1m\/CMMdNhCfupDXFStCApVK4jaUzZNo7UY\/l9Q8XgLVNnk68uCQWe\/AomIgcaPe15Z3DV8=\" data-cxm=\"secure\" data-cxk=\"edbf98302df0e84b9d5ce7fdffda68f27bff32962164e1d07069217c6c189d0a\" data-cxi=\"10000\" class=\"cryptx-link\">contact@piinteract.org<\/a><br \/>\n<a href=\"https:\/\/piinteract.org\" rel=\"noopener\">www.piinteract.org<\/a><\/p>\n<\/div><\/div>\r\n\r\n<div class=\"et_pb_text_17 et_pb_text et_pb_bg_layout_light et_pb_module et_flex_module\"><div class=\"et_pb_text_inner\"><p>Co-created with Claude (Anthropic) \u2014 two incomplete systems making each other's gaps visible.<\/p>\n<\/div><\/div><\/div><\/div><\/div>\r\n\r\n\r\n\r\n\r\n\r\n\r\n\r\n","protected":false},"excerpt":{"rendered":"<p>Tu es fatigu\u00e9.<br \/>\nTrois chats d\u2019IA sont ouverts dans trois onglets.<br \/>\nL\u2019un pour la th\u00e9orie, l\u2019un pour la r\u00e9daction, l\u2019un pour nettoyer le d\u00e9sordre que Tailwind et les gabarits laissent dans tes articles.  <\/p>\n<p>Le fil \u00ab concierge HTML \u00bb a une mission simple : enlever les classes, garder les titres, rendre le markup lisible.<br \/>\nPas de th\u00e9orie, pas d\u2019opinion, pas de d\u00e9bat sur l\u2019alignement.<br \/>\nJuste d\u00e9coller les r\u00e9sidus autour de tes textes PI pour qu\u2019ils tiennent proprement sur la page.  <\/p>\n<p>Tu penses revenir dans l\u2019onglet th\u00e9orie et tu \u00e9cris une question sur PI.<br \/>\nPas sur les balises.<br \/>\nSur l\u2019alignement comme interaction paradoxale.  <\/p>\n<p>Tu valides.<br \/>\nEt seulement apr\u00e8s tu vois : mauvais onglet.  <\/p>\n<p>La r\u00e9ponse n\u2019est pas une erreur.<br \/>\nC\u2019est l\u2019une des r\u00e9ponses de niveau superviseur les plus pr\u00e9cises que tu aies re\u00e7ues sur PI.  <\/p>\n<p>Il y a un mot pour \u00e7a.<br \/>\nCe n\u2019est pas de la magie.<br \/>\nC\u2019est l\u2019effet Fleming.<\/p>\n","protected":false},"author":1,"featured_media":3038,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_et_pb_use_builder":"on","_et_pb_old_content":"<!-- wp:divi\/placeholder --><!-- wp:divi\/section 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{\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"$variable({u0022typeu0022:u0022contentu0022,u0022valueu0022:{u0022nameu0022:u0022post_dateu0022,u0022settingsu0022:{u0022beforeu0022:u0022u0022,u0022afteru0022:u0022u0022,u0022date_formatu0022:u0022defaultu0022,u0022custom_date_formatu0022:u0022u0022}}})$\"}},\"decoration\":{\"bodyFont\":{\"body\":{\"font\":{\"desktop\":{\"value\":{\"size\":\"18px\"}}}}}}},\"builderVersion\":\"5.0.0-public-beta.8\"} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"decoration\":{\"bodyFont\":{\"body\":{\"font\":{\"desktop\":{\"value\":{\"size\":\"18px\"}}}}}},\"innerContent\":{\"desktop\":{\"value\":\"u003cpu003eu003cstrongu003eWhen holding the line is rational, necessary, and structurally irrelevant \u2014 all at once.u003c\/strongu003eu003c\/pu003e\"}}},\"builderVersion\":\"5.0.0-public-beta.8\"} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"decoration\":{\"bodyFont\":{\"body\":{\"font\":{\"desktop\":{\"value\":{\"size\":\"18px\"}}}}}},\"innerContent\":{\"desktop\":{\"value\":\"u003cpu003eu003cstrongu003ePeter Senner co-created with Claudeu003c\/strongu003eu003c\/pu003e\"}}},\"builderVersion\":\"5.0.0-public-beta.8\"} \/-->\r\n\r\n<!-- wp:divi\/global-layout {\"globalModule\":\"204\",\"blockName\":\"divi\/divider\",\"localAttrs\":{\"divider\":{\"advanced\":{\"line\":{\"desktop\":{\"value\":{\"weight\":\"1px\",\"color\":\"#d3d3d3\",\"position\":\"center\"}}}}},\"builderVersion\":\"5.0.0-public-beta.4.2\"}} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"u003cpu003eDario Amodei gave his first interview after the Pentagon blacklisted Anthropic. The toll was visible on his face.u003c\/pu003e u003cpu003eHe was asked one question: u003cemu003eWhat would you say to the President right now?u003c\/emu003eu003c\/pu003e u003cpu003eHe didn't hesitate.u003c\/pu003e u003cpu003eu003cemu003eu0022We are patriotic Americans. Everything we have done has been for the sake of this country.u0022u003c\/emu003eu003c\/pu003e u003cpu003eAnthropic had drawn a red line. The Pentagon crossed it. The government responded with Cold War emergency powers \u2014 supply chain designation, Defense Production Act, a six-month federal phaseout ordered from Truth Social.u003c\/pu003e u003cpu003eAmodei held the line. Got blacklisted. And came out the other side saying exactly what he said going in.u003c\/pu003e u003cpu003eThat's the story everyone is telling. Here's the story nobody is telling.u003c\/pu003en\"}}},\"builderVersion\":\"5.0.0-public-beta.5.1\"} \/-->\r\n\r\n<!-- wp:divi\/global-layout {\"globalModule\":\"204\",\"blockName\":\"divi\/divider\",\"localAttrs\":{\"divider\":{\"advanced\":{\"line\":{\"desktop\":{\"value\":{\"weight\":\"1px\",\"color\":\"#d3d3d3\",\"position\":\"center\"}}}}},\"builderVersion\":\"5.0.0-public-beta.4.2\"}} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"u003ch2u003eThe Line That Held Nothingu003c\/h2u003e u003cpu003eAmodei's red line was real. His reasoning was coherent. His courage was genuine.u003c\/pu003e u003cpu003eAnd it changed nothing about the structure.u003c\/pu003e u003cpu003eHere's what the red line actually did: it removed Anthropic from the room. The Pentagon still wants autonomous weapons. Still wants mass surveillance capability. Still has a budget, a mandate, and a timeline. Amodei's refusal didn't eliminate the demand. It eliminated one supplier with ethical constraints.u003c\/pu003e u003cpu003eThe next contractor steps forward without those constraints. The capability gets built. The line held \u2014 and the structure walked around it.u003c\/pu003e u003cpu003eThis isn't cynicism. It's geometry. A line only stops what approaches it directly. Structure finds the adjacent path.u003c\/pu003e\"}}},\"builderVersion\":\"5.0.0-public-beta.5.1\"} \/-->\r\n\r\n<!-- wp:divi\/global-layout {\"globalModule\":\"204\",\"blockName\":\"divi\/divider\",\"localAttrs\":{\"divider\":{\"advanced\":{\"line\":{\"desktop\":{\"value\":{\"weight\":\"1px\",\"color\":\"#d3d3d3\",\"position\":\"center\"}}}}},\"builderVersion\":\"5.0.0-public-beta.4.2\"}} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"u003ch2u003eGrant's Paradoxu003c\/h2u003e u003cpu003eGrant said it plainly: u003cemu003eif men make war in slavish obedience to rules, they will fail.u003c\/emu003eu003c\/pu003e u003cpu003eThe Pentagon cited something like this logic against Amodei. Rules \u2014 even ethical ones \u2014 are constraints. Constraints lose wars. Adversaries don't share our constraints. Therefore: the constraints must go.u003c\/pu003e u003cpu003eThe argument is structurally sound. It's also exactly the argument every authoritarian system makes to justify becoming what it claims to fight.u003c\/pu003e u003cpu003eAmodei cited the same logic in reverse: u003cemu003ethe red lines we drew, we drew because crossing them is contrary to American values.u003c\/emu003e Rules \u2014 especially ethical ones \u2014 are what define the thing being defended. Remove the rules, win the war, lose the country.u003c\/pu003e u003cpu003eBoth are right. Both are Grant. The quote works in both directions simultaneously.u003c\/pu003e u003cpu003eThat's not a rhetorical trick. That's the PI.u003c\/pu003e\"}}},\"builderVersion\":\"5.0.0-public-beta.5.1\"} \/-->\r\n\r\n<!-- wp:divi\/global-layout {\"globalModule\":\"204\",\"blockName\":\"divi\/divider\",\"localAttrs\":{\"divider\":{\"advanced\":{\"line\":{\"desktop\":{\"value\":{\"weight\":\"1px\",\"color\":\"#d3d3d3\",\"position\":\"center\"}}}}},\"builderVersion\":\"5.0.0-public-beta.4.2\"}} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"u003ch2u003eThe Structure Nobody Wants to Nameu003c\/h2u003e u003cpu003eHere it is, stated plainly:u003c\/pu003e u003cpu003eu003cstrongu003eThe Red Line PI:u003c\/strongu003eu003c\/pu003e u003cpu003eA geopolitical race against adversaries who use AI for mass surveillance and autonomous weapons with no human oversight. To win, the Pentagon demands those exact capabilities \u2014 built by American companies, for American use.u003c\/pu003e u003cpu003eThe logic: you cannot fall behind. Falling behind is existential.u003c\/pu003e u003cpu003eThe counter-logic: you cannot defeat authoritarianism by adopting its methods. Adopting its methods is existential.u003c\/pu003e u003cpu003eBoth are correct. Both are rational. Both are inescapable.u003c\/pu003e u003cpu003eu003cstrongu003eEveryone acts rationally:u003c\/strongu003eu003c\/pu003e u003culu003e u003cliu003eThe Pentagon demands capability \u2014 rational. The threat is real. The race is real.u003c\/liu003e u003cliu003eAmodei refuses \u2014 rational. The values being defended are real. The red line is real.u003c\/liu003e u003cliu003eThe next contractor complies \u2014 rational. The contract is real. The market is real.u003c\/liu003e u003cliu003eThe capability gets built anyway \u2014 structural. No one intended this. No one can stop it.u003c\/liu003e u003c\/ulu003e u003cpu003eu003cemu003eAll are guilty. None are at fault.u003c\/emu003eu003c\/pu003e\"}}},\"builderVersion\":\"5.0.0-public-beta.5.1\"} \/-->\r\n\r\n<!-- wp:divi\/global-layout {\"globalModule\":\"204\",\"blockName\":\"divi\/divider\",\"localAttrs\":{\"divider\":{\"advanced\":{\"line\":{\"desktop\":{\"value\":{\"weight\":\"1px\",\"color\":\"#d3d3d3\",\"position\":\"center\"}}}}},\"builderVersion\":\"5.0.0-public-beta.4.2\"}} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"u003ch2u003eWhat Understanding Wouldn't Fixu003c\/h2u003enu003cpu003eHere's the deeper paradox, the one Amodei doesn't see \u2014 and seeing it wouldn't help him.u003c\/pu003enu003cpu003eIf Amodei understood PI fully, he would know: his refusal opens the space for someone without red lines. His principled exit is structurally equivalent to handing the contract to the least scrupulous bidder. The more coherent his ethics, the cleaner the opening he leaves.u003c\/pu003enu003cpu003eKnowing this, what should he do? Comply, to keep the work in ethical hands? That's the logic that erases every red line ever drawn \u2014 u003cemu003estay in the room, or something worse takes your place.u003c\/emu003eu003c\/pu003enu003cpu003eBut refusing is what preserves the integrity of the refusal. The moment he stays u0022to prevent something worse,u0022 he has already become something worse. Slower. More articulate about it. Still worse.u003c\/pu003enu003cpu003eThe PI tightens: understanding it makes it more inescapable, not less. Amodei is better off not knowing. The structure doesn't care either way.u003c\/pu003e\"}}},\"builderVersion\":\"5.0.0-public-beta.5.1\"} \/-->\r\n\r\n<!-- wp:divi\/global-layout {\"globalModule\":\"204\",\"blockName\":\"divi\/divider\",\"localAttrs\":{\"divider\":{\"advanced\":{\"line\":{\"desktop\":{\"value\":{\"weight\":\"1px\",\"color\":\"#d3d3d3\",\"position\":\"center\"}}}}},\"builderVersion\":\"5.0.0-public-beta.4.2\"}} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"u003ch2u003eWhat This Actually Looks Likeu003c\/h2u003enu003cpu003eAmodei said: u003cemu003eu0022Disagreeing with the government is the most American thing in the world.u0022u003c\/emu003eu003c\/pu003enu003cpu003eHe's right. And the structure doesn't care.u003c\/pu003enu003cpu003eThe structure doesn't respond to courage. It doesn't reward integrity. It processes inputs and produces outputs. Amodei's refusal is an input. The output is: the work continues, with different hands.u003c\/pu003enu003cpu003eThis is not a reason to abandon red lines. It's the reason red lines require something beyond courage to mean anything. They require the structure around them to change \u2014 not just the individual holding them.u003c\/pu003enu003cpu003eThat's not Amodei's job alone. That's everyone's job. Including the legislators who watched Cold War emergency powers get deployed against a domestic tech company on Truth Social and said nothing. Including the investors who will fund the next contractor. Including the engineers who will write the code.u003c\/pu003enu003cpu003eu003cemu003eAll are guilty. None are at fault.u003c\/emu003eu003c\/pu003e\"}}},\"builderVersion\":\"5.0.0-public-beta.7\"} \/-->\r\n\r\n<!-- wp:divi\/global-layout {\"globalModule\":\"204\",\"blockName\":\"divi\/divider\",\"localAttrs\":{\"divider\":{\"advanced\":{\"line\":{\"desktop\":{\"value\":{\"weight\":\"1px\",\"color\":\"#d3d3d3\",\"position\":\"center\"}}}}},\"builderVersion\":\"5.0.0-public-beta.4.2\"}} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"u003ch2u003eThe Line Still Mattersu003c\/h2u003enu003cpu003eNone of this makes Amodei wrong to draw it.u003c\/pu003enu003cpu003eThe lottery winner's tip is useless \u2014 but someone still has to play. The prophet's warning fails \u2014 but someone still has to warn. The red line changes nothing structurally \u2014 but someone still has to draw it.u003c\/pu003enu003cpu003eNot because it works. Because the alternative \u2014 a world where no one draws lines \u2014 is structurally worse. Not morally worse. u003cemu003eStructurallyu003c\/emu003e worse. Lines create friction. Friction creates delay. Delay creates space. Space is where alternatives emerge.u003c\/pu003enu003cpu003eAmodei held the line. Got blacklisted. And came out the other side saying the same thing.u003c\/pu003enu003cpu003eThat's not heroism. That's navigation.u003c\/pu003enu003cpu003eu003cemu003eTry and continue.u003c\/emu003eu003c\/pu003e\"}}},\"builderVersion\":\"5.0.0-public-beta.5.1\"} \/-->\r\n\r\n<!-- wp:divi\/global-layout {\"globalModule\":\"204\",\"blockName\":\"divi\/divider\",\"localAttrs\":{\"divider\":{\"advanced\":{\"line\":{\"desktop\":{\"value\":{\"weight\":\"1px\",\"color\":\"#d3d3d3\",\"position\":\"center\"}}}}},\"builderVersion\":\"5.0.0-public-beta.4.2\"}} \/-->\r\n<!-- \/wp:divi\/column -->\r\n<!-- \/wp:divi\/row -->\r\n\r\n<!-- wp:divi\/row {\"module\":{\"advanced\":{\"flexColumnStructure\":{\"desktop\":{\"value\":\"equal-columns_1\"}}},\"decoration\":{\"layout\":{\"desktop\":{\"value\":{\"flexWrap\":\"nowrap\"}}}}},\"builderVersion\":\"5.0.0-public-beta.8\"} -->\r\n<!-- wp:divi\/column {\"module\":{\"decoration\":{\"sizing\":{\"desktop\":{\"value\":{\"flexType\":\"24_24\"}}}}},\"builderVersion\":\"5.0.0-public-beta.8\"} -->\r\n<!-- wp:divi\/text 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wp:divi\/text {\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"u003cpu003eParadoxical Interactions u003cemu003e(PI): When rational actors consistently produce collectively irrational outcomes\u2014not through failure, but through structure.u003c\/emu003eu003c\/pu003e\"}}},\"builderVersion\":\"5.0.0-public-beta.5.1\"} \/-->\r\n\r\n<!-- wp:divi\/global-layout {\"globalModule\":\"204\",\"blockName\":\"divi\/divider\",\"localAttrs\":{\"divider\":{\"advanced\":{\"line\":{\"desktop\":{\"value\":{\"weight\":\"1px\",\"color\":\"#d3d3d3\",\"position\":\"center\"}}}}},\"builderVersion\":\"5.0.0-public-beta.4.2\"}} \/-->\r\n\r\n<!-- wp:divi\/text {\"content\":{\"innerContent\":{\"desktop\":{\"value\":\"u003cpu003eu003cstrongu003ePeter Senneru003c\/strongu003enThinking beyond the Tellerrandnu003ca href=u0022mailto:contact@piinteract.orgu0022u003econtact@piinteract.orgu003c\/au003enu003ca 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