{"id":2393,"date":"2025-12-08T07:18:11","date_gmt":"2025-12-08T07:18:11","guid":{"rendered":"https:\/\/elink.cat\/blog\/?p=2393"},"modified":"2025-12-08T20:24:39","modified_gmt":"2025-12-08T20:24:39","slug":"quan-lia-apren-sola-el-vertigen-dun-futur-sense-supervisio","status":"publish","type":"post","link":"https:\/\/elink.cat\/blog\/quan-lia-apren-sola-el-vertigen-dun-futur-sense-supervisio\/","title":{"rendered":"Quan la IA apr\u00e8n sola: el vertigen d\u2019un futur sense supervisi\u00f3"},"content":{"rendered":"<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Temps de lectura: <\/span> <span class=\"rt-time\"> 3<\/span> <span class=\"rt-label rt-postfix\">minuts<\/span><\/span>\n<h1 class=\"wp-block-heading\"><strong>Quan la IA apr\u00e8n sola: estem preparats per perdre el control?<\/strong><\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">Hi ha temes que tornen una i altra vegada a les converses sobre tecnologia. Fa un any parl\u00e0vem d\u2019escala. Fa mig any, d\u2019agents. I ara, de sobte, apareix un concepte que porta el debat a un terreny molt m\u00e9s delicat: <em>l\u2019auto-entrenament<\/em>. Que un model es millori a si mateix.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">La discussi\u00f3 ha esclatat despr\u00e9s de la publicaci\u00f3 a<em>The Guardian <\/em>d&#8217;un <a href=\"https:\/\/www.theguardian.com\/technology\/ng-interactive\/2025\/dec\/02\/jared-kaplan-artificial-intelligence-train-itself\" data-type=\"link\" data-id=\"https:\/\/www.theguardian.com\/technology\/ng-interactive\/2025\/dec\/02\/jared-kaplan-artificial-intelligence-train-itself\">article<\/a> de Jared Kaplan, una de les ments que millor ent\u00e9n com hem arribat fins aqu\u00ed. No \u00e9s un titular f\u00e0cil i no crec que el to sigui alarmista, per\u00f2 quan diu que deixar que els models s\u2019entrenin amb el seu propi output \u00e9s \u201cpoder\u00f3s, per\u00f2 profundament arriscat\u201d, cal que hi fem una volta, perqu\u00e8 el problema no \u00e9s si es pot fer, \u00e9s que ja s\u2019est\u00e0 fent. El dubte \u00e9s si som prou madurs per gestionar-ho.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Quan la IA esdev\u00e9 el seu propi mestre<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">L\u2019auto-training funciona aix\u00ed: el model genera noves dades, les filtra, les valida i despr\u00e9s se les menja per tornar-se a entrenar. Un bucle tancat, un ecosistema propi, un cervell que s\u2019autoalimenta.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">En teoria, aix\u00f2 \u00e9s un cop d\u2019efici\u00e8ncia espectacular. Menys dades etiquetades. M\u00e9s iteracions. Millores constants sense haver de muntar operacions de dades gegants.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Per a startups i laboratoris, \u00e9s tan seductor com tenir un empleat que treballa de nit, no cobra hores extres i mai es queixa.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">El problema? Que tamb\u00e9 apr\u00e8n els seus propis errors. <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"549\" src=\"https:\/\/elink.cat\/blog\/wp-content\/uploads\/2025\/12\/autotraning-e1765178242168-1024x549.png\" alt=\"\" class=\"wp-image-2399\" srcset=\"https:\/\/elink.cat\/blog\/wp-content\/uploads\/2025\/12\/autotraning-e1765178242168-1024x549.png 1024w, https:\/\/elink.cat\/blog\/wp-content\/uploads\/2025\/12\/autotraning-e1765178242168-300x161.png 300w, https:\/\/elink.cat\/blog\/wp-content\/uploads\/2025\/12\/autotraning-e1765178242168-768x412.png 768w, https:\/\/elink.cat\/blog\/wp-content\/uploads\/2025\/12\/autotraning-e1765178242168.png 1070w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>El risc subtil: deixar de mirar prou a prop<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Alguns investigadors ho diuen clar: si un model s\u2019entrena amb la seva pr\u00f2pia sortida, els seus biaixos no nom\u00e9s es mantenen\u2026 Es multipliquen.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I aqu\u00ed topem amb el veritable perill: la p\u00e8rdua progressiva de supervisi\u00f3 humana. Si l\u2019output de cada versi\u00f3 es converteix en el punt de partida de la seg\u00fcent, com detectes quan el model ha pres un cam\u00ed estrany? Quan s\u2019ha desviat? Quan ha comen\u00e7at a \u201cpensar\u201d d\u2019una manera que ning\u00fa havia previst?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">No cal imaginar distopies. N\u2019hi ha prou amb un model financer que comen\u00e7a a preferir decisions arriscades, un model sanitari que interpreta s\u00edmptomes d\u2019una manera lleugerament esbiaixada o un model jur\u00eddic que exagera certs patrons.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">No \u00e9s que la IA es torni boja. \u00c9s que s\u2019autoa\u00eflla i comen\u00e7en els problemes.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>La paraula prohibida: auto-millora accelerada<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hi ha un concepte que Kaplan menciona de passada: <em>l\u2019explosi\u00f3 cognitiva<\/em>. No \u00e9s una superintel\u00b7lig\u00e8ncia malvada, Skynet, sin\u00f3 un model que es millora m\u00e9s r\u00e0pid del que podem validar, \u00e9s la versi\u00f3 moderna del \u201cno pots controlar una reacci\u00f3 en cadena que accelera sola\u201d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Aquest risc \u00e9s tan antic com els sistemes complexos: quan la velocitat d\u2019evoluci\u00f3 supera la capacitat de supervisi\u00f3, el control deixa de ser real. I els humans s\u00f3m molt dolents gestionant velocitats que no entenem.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Els beneficis s\u00f3n reals. Els riscos tamb\u00e9.<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Fins ara, l\u2019auto-training \u00e9s una opci\u00f3 experimental amb un potencial enorme:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li> Models m\u00e9s r\u00e0pids, m\u00e9s barats, m\u00e9s intel\u00b7ligents.<\/li>\n\n\n\n<li>Productes que milloren sols.<\/li>\n\n\n\n<li>Capacitat de competivitat per a empreses que no poden entrenar models gegants.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Per\u00f2 el preu pot ser alt:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li> Qui \u00e9s responsable d\u2019un error d\u2019un model auto-entrenat?<\/li>\n\n\n\n<li>Com verifiques les noves habilitats que apareixen en cicles que no controles?<\/li>\n\n\n\n<li>Com evites que un biaix petit esdevingui un patr\u00f3 gegant?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Si costa auditar un model avui, imagina auditar <strong>cent versions micro-evolucionades en un \u00fanic pipeline<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><em>Order!!!!<\/em> <strong>Necessitem regles <\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">El punt de Kaplan no \u00e9s frenar res. \u00c9s posar normes abans que sigui tard. Perqu\u00e8, si ens descuidem, el primer gran sistema auto-entrenat no sortir\u00e0 d\u2019un laboratori acad\u00e8mic: sortir\u00e0 d\u2019una startup que corre massa i llavors no parlarem d\u2019hip\u00f2tesis, parlarem d\u2019incidents.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Aix\u00ed que les regles s\u00f3n clares:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Transpar\u00e8ncia del cicle d\u2019auto-entrenament<\/strong> : Saber exactament amb quines dades s\u2019entrena cada iteraci\u00f3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Validaci\u00f3 externa obligat\u00f2ria<\/strong> : Cap versi\u00f3 nova sense humans revisant resultats cr\u00edtics.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Auditories independents<\/strong> : Com fem amb finances, seguretat o contaminaci\u00f3. La IA no hauria de ser una excepci\u00f3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"679\" height=\"471\" src=\"https:\/\/elink.cat\/blog\/wp-content\/uploads\/2025\/12\/Regles-Clares-edited-1.png\" alt=\"\" class=\"wp-image-2398\" srcset=\"https:\/\/elink.cat\/blog\/wp-content\/uploads\/2025\/12\/Regles-Clares-edited-1.png 679w, https:\/\/elink.cat\/blog\/wp-content\/uploads\/2025\/12\/Regles-Clares-edited-1-300x208.png 300w\" sizes=\"(max-width: 679px) 100vw, 679px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>El futur immediat ens porta a un equilibri inc\u00f2mode<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">La innovaci\u00f3 no s\u2019aturar\u00e0. L\u2019auto-training \u00e9s massa potent per desapar\u00e8ixer. I, honestament, hi haur\u00e0 qui el faci igualment, amb o sense regulaci\u00f3.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Per\u00f2 la pregunta que hem d\u2019afrontar \u00e9s simple i inc\u00f2moda:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Podem permetre que els models aprenguin sols sense entendre exactament qu\u00e8 estan aprenent?<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Jo avui diria que no, per\u00f2 potser d\u2019aqu\u00ed uns anys ja podrem dir que s\u00ed.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Per\u00f2 ara mateix, la nostra feina \u00e9s evitar que les primeres generacions d\u2019IA auto-entrenada quedin fora de control abans d\u2019hora. El que no s\u00e9 encara \u00e9s si la regulaci\u00f3 legal ser\u00e0 suficient&#8230; Per\u00f2 aix\u00f2 ja \u00e9s un altre tema.<\/p>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Temps de lectura: <\/span> <span class=\"rt-time\"> 3<\/span> <span class=\"rt-label rt-postfix\">minuts<\/span><\/span>Quan la IA apr\u00e8n sola: estem preparats per perdre el control? Hi ha temes que tornen una i altra vegada a les converses sobre tecnologia. Fa un any parl\u00e0vem d\u2019escala.<\/p>\n","protected":false},"author":1,"featured_media":2402,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","breadcrumbs_single_post":"","page_title_panel":"","breadcrumbs_single_page":"","single_page_alignment":"","single_page_margin":"","page_structure_type":"","content_style_source":"","content_style":"","blog_post_streched_ed":"","blog_page_streched_ed":"","has_transparent_header":"","disable_transparent_header":"","vertical_spacing_source":"","content_area_spacing":"","single_post_content_background":"","single_page_content_background":"","single_post_boxed_content_spacing":"","single_page_boxed_content_spacing":"","single_post_content_boxed_radius":"","single_page_content_boxed_radius":"","disable_featured_image":"","disable_post_tags":"","disable_author_box":"","disable_posts_navigation":"","disable_comments":"","disable_related_posts":"","disable_header":"","disable_footer":"","footnotes":""},"categories":[29],"tags":[],"class_list":["post-2393","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-futur","rishi-post"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Quan la IA apr\u00e8n sola: el vertigen d\u2019un futur sense supervisi\u00f3 - Blog Elinkcat<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/elink.cat\/blog\/quan-lia-apren-sola-el-vertigen-dun-futur-sense-supervisio\/\" \/>\n<meta property=\"og:locale\" content=\"ca_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Quan la IA apr\u00e8n sola: el vertigen d\u2019un futur sense supervisi\u00f3 - Blog Elinkcat\" \/>\n<meta property=\"og:description\" content=\"Temps de lectura:  3 minutsQuan la IA apr\u00e8n sola: estem preparats per perdre el control? 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Hi ha temes que tornen una i altra vegada a les converses sobre tecnologia. 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