{"id":320931,"date":"2026-07-10T14:28:13","date_gmt":"2026-07-10T14:28:13","guid":{"rendered":"http:\/\/6a4fcc6d57524c1ebedf623e"},"modified":"2026-07-10T14:28:13","modified_gmt":"2026-07-10T14:28:13","slug":"construi-una-ia-capaz-de-mejorarse-a-si-misma-asi-puedes-crear-la-tuya","status":"publish","type":"post","link":"https:\/\/sarmiento24h.com\/?p=320931","title":{"rendered":"Constru\u00ed una IA capaz de mejorarse a s\u00ed misma. As\u00ed puedes crear la tuya"},"content":{"rendered":"<p>Hoy en d\u00eda, los laboratorios de IA compiten por crear modelos capaces de mejorarse a s\u00ed mismos. Algunos creen que es el camino m\u00e1s seguro hacia la superinteligencia: seg\u00fan este razonamiento, a medida que la IA se perfeccione en un bucle alucinante, acabar\u00e1 superando la comprensi\u00f3n humana (y tal vez incluso el control).<\/p>\n<p>Yo trabajo elaborando un bolet\u00edn, y me preguntaba si la auto-mejora recursiva (RSI) tambi\u00e9n podr\u00eda serme \u00fatil. \u00bfPodr\u00eda utilizar la IA para entrenar y mejorar continuamente un modelo que automatizara algunas de las tareas rutinarias de este bolet\u00edn?<\/p>\n<p>Tras una semana de experimentaci\u00f3n, la respuesta parece ser un rotundo, y sorprendente, s\u00ed. Es m\u00e1s, experimentar con modelos de autoaprendizaje revela una visi\u00f3n diferente de c\u00f3mo podr\u00eda desarrollarse la IA, una que no se centra en un pu\u00f1ado de empresas que controlan toda la industria.<\/p>\n<h2>Comenc\u00e9 probando un sencillo ciclo de auto-mejora<\/h2>\n<p>Para familiarizarme con el tema, experiment\u00e9 entrenando un peque\u00f1o modelo de lenguaje desde cero; es decir, le dej\u00e9 todo el trabajo duro a Claude. Instal\u00e9 AutoResearch, una herramienta que ayuda a un <a href=\"https:\/\/es.wired.com\/articulos\/simulacion-de-sociedades-con-ia\">modelo de IA<\/a> prefabricado a construir y mejorar un modelo m\u00e1s peque\u00f1o. AutoResearch es una creaci\u00f3n de Andrej Karpathy, un investigador estrella de IA que ayud\u00f3 a <a href=\"https:\/\/es.wired.com\/articulos\/como-fundar-una-startup-de-ia-en-tiempos-de-caos\">fundar OpenAI<\/a>, dirigi\u00f3 el trabajo de IA en Tesla y recientemente se uni\u00f3 a Anthropic.<\/p>\n<p>Encend\u00ed Claude y le di la instrucci\u00f3n recomendada: \u00ab\u00a1Hola, echa un vistazo a program.md y comencemos un nuevo experimento!\u00bb. Mientras Claude hac\u00eda el trabajo pesado, yo proporcionaba el silicio (un Nvidia DGX, una \u00absupercomputadora\u00bb dise\u00f1ada para la experimentaci\u00f3n con IA), la electricidad (que se sobrecalent\u00f3 durante varios d\u00edas seguidos) y una disposici\u00f3n, quiz\u00e1s imprudente, a dejar que el modelo se saltara todas las comprobaciones de permisos habituales para hacer lo suyo.<\/p>\n<p>Revisaba el proyecto AutoResearch cada cierto tiempo y me maravillaba al ver c\u00f3mo Claude ajustaba los par\u00e1metros y los reg\u00edmenes de entrenamiento, observaba c\u00f3mo esto cambiaba el resultado del modelo m\u00e1s peque\u00f1o y segu\u00eda perfeccion\u00e1ndolo. Esto es lo que produjo una versi\u00f3n preliminar de ese modelo de lenguaje m\u00e1s peque\u00f1o cuando le ped\u00ed que completara la frase: \u00ab<em>Al principio\u2026\u00bb.<\/em><\/p>\n<blockquote class=\"BlockquoteEmbedWrapper-sc-eRToSp eVfRtK blockquote-embed\" data-testid=\"blockquote-wrapper\" readability=\"4\">\n<div class=\"BlockquoteEmbedContent-hsbhfe fGwIsu blockquote-embed__content\" readability=\"32\">\n<p><em>\u201cAl principio del principio del final\u00bb<\/em><\/p>\n<\/div>\n<\/blockquote>\n<p>No fue tan brillante. Pero los modelos posteriores, mejorados de forma aut\u00f3noma por Claude, se volvieron m\u00e1s coherentes y menos propensos a la repetici\u00f3n. No es precisamente <a href=\"https:\/\/es.wired.com\/articulos\/gpt-5-ya-esta-aqui-el-nuevo-motor-de-chatgpt\">GPT-5<\/a>, pero mostr\u00f3 un camino prometedor hacia la mejora continua.<\/p>\n<div class=\"ContentCardEmbedWrapper-hkvhYu kMYDit content-card-embed content-card-embed--stacked\" data-testid=\"ContentCardEmbedWrapper\" readability=\"21.142222222222\">\n<div class=\"ContentCardEmbedImage-bqahne fjmzkP content-card-embed__image\" data-testid=\"ContentCardEmbedImage\"><span class=\"SpanWrapper-kFnjvc eKnjjD responsive-asset\"><picture class=\"ResponsiveImagePicture-jKunQM gjCCFj responsive-image\"><img decoding=\"async\" alt=\"Composici\u00f3n abstracta moderna en 3D que presenta una barra de b\u00fasqueda flotante rodeada de coloridos objetos geom\u00e9tricos y materiales suaves.\" loading=\"lazy\" class=\"ResponsiveImageContainer-dkeESL cQPiWi responsive-image__image\" srcset=\"https:\/\/media.es.wired.com\/photos\/6a0df03707b29a4bbbe2b96e\/master\/w_120,c_limit\/GettyImages-2269966551.jpg 120w, https:\/\/media.es.wired.com\/photos\/6a0df03707b29a4bbbe2b96e\/master\/w_240,c_limit\/GettyImages-2269966551.jpg 240w, https:\/\/media.es.wired.com\/photos\/6a0df03707b29a4bbbe2b96e\/master\/w_320,c_limit\/GettyImages-2269966551.jpg 320w, https:\/\/media.es.wired.com\/photos\/6a0df03707b29a4bbbe2b96e\/master\/w_640,c_limit\/GettyImages-2269966551.jpg 640w\" sizes=\"100vw\" src=\"https:\/\/media.es.wired.com\/photos\/6a0df03707b29a4bbbe2b96e\/master\/w_775%2Cc_limit\/GettyImages-2269966551.jpg\"><\/picture><\/span><\/div>\n<div class=\"ContentCardEmbedInfo-buyHWH gWLOee\" readability=\"23.351111111111\">\n<div class=\"BaseText-fEwdHD ContentCardEmbedHed-kDKGDs iUENtL dlHXUJ content-card-embed__hed\" data-testid=\"ContentCardEmbedHed\"><a class=\"BaseLink-haTOKm ContentCardEmbedHedLink-iBZsco ILkR hhUFQU content-card-embed__hed-link link\" href=\"https:\/\/es.wired.com\/articulos\/las-mejores-herramientas-con-y-sin-ia-para-crear-un-sitio-web-sin-saber-programar\" data-testid=\"ContentCardEmbedHedLink\">Las mejores herramientas (con y sin IA) para crear un sitio web sin saber programar<\/a><\/div>\n<p>Wix Harmony, Squarespace Blueprint, Hostinger Horizons, pero tambi\u00e9n ChatGPT, Claude y otras herramientas de <em>vibe coding<\/em> como Lovable y Bolt.<\/p>\n<\/div>\n<\/div>\n<h2>Qu\u00e9 es la automejora recursiva de la IA<\/h2>\n<p>Ya utilizo un agente que se basa en Claude para ayudarme a encontrar art\u00edculos de investigaci\u00f3n relevantes, as\u00ed que decid\u00ed comprobar si era posible crear algo que fuera m\u00e1s all\u00e1. Recurr\u00ed a una herramienta de una <em>startup<\/em> llamada Prime Intellect, que utiliza IA para <a href=\"https:\/\/es.wired.com\/articulos\/esta-empresa-tiene-la-clave-para-que-la-ia-se-entrena-a-si-misma\">entrenar un modelo personalizado<\/a> para una tarea espec\u00edfica. Recopil\u00e9 alrededor de 100 entradas anteriores de \u00abEn otras partes de la frontera de la IA\u00bb (los fragmentos de investigaci\u00f3n que siguen al ensayo principal de mi bolet\u00edn). Luego, cre\u00e9 un entorno de entrenamiento de Prime Intellect y le ped\u00ed a Claude que me ayudara a construir mi propio modelo, al que denomin\u00f3 Frontier_Paper_Curator, para encontrar y resumir art\u00edculos interesantes.<\/p>\n<p>Claude encontr\u00f3 m\u00e1s art\u00edculos y gener\u00f3 una gran cantidad de datos sint\u00e9ticos para ayudar con el entrenamiento. Luego, utiliz\u00f3 otro modelo para evaluar el resultado de Frontier_Paper_Curator, mientras que el entorno de entrenamiento tambi\u00e9n mejor\u00f3 el modelo mediante aprendizaje por refuerzo.<\/p>\n<p>Vincent Weisser, CEO de Prime Intellect, empresa que recientemente recibi\u00f3 15 millones de d\u00f3lares en financiaci\u00f3n, me comenta que su compa\u00f1\u00eda pretende hacer que la auto-mejora recursiva sea accesible para todos, no solo para los laboratorios de vanguardia. Afirma que los modelos creados por estos laboratorios pueden ser brillantes, pero democratizar este tipo de <a href=\"https:\/\/es.wired.com\/articulos\/como-evitar-que-google-use-tus-fotos-y-videos-para-entrenar-su-ia\">entrenamiento de IA<\/a> podr\u00eda generar modelos especializados igual de capaces.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Hoy en d\u00eda, los laboratorios de IA&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":320932,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[46],"tags":[],"class_list":["post-320931","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tecnologia"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Constru\u00ed una IA capaz de mejorarse a s\u00ed misma. 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