{"id":55312,"date":"2026-07-29T05:10:07","date_gmt":"2026-07-29T05:10:07","guid":{"rendered":"https:\/\/www.carmatec.com\/?page_id=55312"},"modified":"2026-09-21T06:23:52","modified_gmt":"2026-09-21T06:23:52","slug":"documento-tecnico-sobre-el-benchmark-rag","status":"publish","type":"page","link":"https:\/\/www.carmatec.com\/es\/whitepapers\/rag-benchmark-whitepaper\/","title":{"rendered":"Documento t\u00e9cnico sobre el \u00edndice de referencia RAG"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"55312\" class=\"elementor elementor-55312\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5d20bda e-flex e-con-boxed e-con e-parent\" data-id=\"5d20bda\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2fdf461 elementor-widget elementor-widget-text-editor\" data-id=\"2fdf461\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<a href=\"\/es\/\">Hogar<\/a><span class=\"sep\">\u203a<\/span><a href=\"\/es\/informes-tecnicos\/\">Libros blancos<\/a><span class=\"sep\">\u203a<\/span><span class=\"current\">Documento t\u00e9cnico sobre el \u00edndice de referencia RAG<\/span>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ec9c41b e-flex e-con-boxed e-con e-parent\" data-id=\"ec9c41b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-65845da e-con-full e-flex e-con e-child\" data-id=\"65845da\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61b87ca elementor-widget elementor-widget-heading\" data-id=\"61b87ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Documento t\u00e9cnico de ingenier\u00eda\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8b697c elementor-widget elementor-widget-heading\" data-id=\"e8b697c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Generaci\u00f3n potenciada por la recuperaci\u00f3n para <span class=\"highlight\">Conocimientos empresariales<\/span><\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e197485 elementor-widget elementor-widget-text-editor\" data-id=\"e197485\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Un resultado de referencia en condiciones reales del Knowledge Pipeline de Goalz.Work: 93,31 TP3T de recuperaci\u00f3n @1 en un corpus de 556 fragmentos y 7 documentos, con un coste total de procesamiento de 1 TP4T0,18 USD.\n\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d4a96d7 e-con-full e-flex e-con e-child\" data-id=\"d4a96d7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a08b199 elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"a08b199\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#downloadPDF\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-long-arrow-alt-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M313.941 216H12c-6.627 0-12 5.373-12 12v56c0 6.627 5.373 12 12 12h301.941v46.059c0 21.382 25.851 32.09 40.971 16.971l86.059-86.059c9.373-9.373 9.373-24.569 0-33.941l-86.059-86.059c-15.119-15.119-40.971-4.411-40.971 16.971V216z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Descargar el informe t\u00e9cnico<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8cfdb6a elementor-mobile-align-center elementor-widget elementor-widget-button\" data-id=\"8cfdb6a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.linkedin.com\/in\/aromalr\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Ver los resultados<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-19f03dc e-con-full e-flex e-con e-child\" data-id=\"19f03dc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2acabfe e-con-full e-flex e-con e-child\" data-id=\"2acabfe\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f07c969 elementor-widget elementor-widget-heading\" data-id=\"f07c969\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">93.3<span>%<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f1f7263 elementor-widget elementor-widget-text-editor\" data-id=\"f1f7263\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Recall@1<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b22c11d e-con-full e-flex e-con e-child\" data-id=\"b22c11d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c9e65e elementor-widget elementor-widget-heading\" data-id=\"1c9e65e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span>$<\/span>0.18<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f492dc elementor-widget elementor-widget-text-editor\" data-id=\"3f492dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Coste total de procesamiento<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2f5211c e-con-full e-flex e-con e-child\" data-id=\"2f5211c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-293bc71 elementor-widget elementor-widget-heading\" data-id=\"293bc71\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">556<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c28bf22 elementor-widget elementor-widget-text-editor\" data-id=\"c28bf22\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Fragmentos \/ 7 documentos\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-072cd11 e-con-full e-flex e-con e-child\" data-id=\"072cd11\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-5e6165e e-flex e-con-boxed e-con e-child\" data-id=\"5e6165e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-d13587b e-con-full e-flex e-con e-child\" data-id=\"d13587b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6090933 elementor-widget elementor-widget-heading\" data-id=\"6090933\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Recordar@1 \/ @3 \/ @5<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75e0995 elementor-widget elementor-widget-heading\" data-id=\"75e0995\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">93.3%<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6fbca48 e-con-full e-flex e-con e-child\" data-id=\"6fbca48\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-329fa1a elementor-widget elementor-widget-heading\" data-id=\"329fa1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Rango rec\u00edproco medio\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-04d3647 elementor-widget elementor-widget-heading\" data-id=\"04d3647\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">0.933<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-056f8e2 e-con-full e-flex e-con e-child\" data-id=\"056f8e2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cc818e4 elementor-widget elementor-widget-heading\" data-id=\"cc818e4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Tama\u00f1o del corpus\n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b9ab5f elementor-widget elementor-widget-heading\" data-id=\"3b9ab5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">7 documentos<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1484c8c e-con-full e-flex e-con e-child\" data-id=\"1484c8c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e41a6a1 elementor-widget elementor-widget-heading\" data-id=\"e41a6a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Coste total<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-690f513 elementor-widget elementor-widget-heading\" data-id=\"690f513\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">$0.18<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4361ce e-flex e-con-boxed e-con e-parent\" data-id=\"4361ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-392d148c elementor-widget elementor-widget-heading\" data-id=\"392d148c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Resumen ejecutivo<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-427461af elementor-widget elementor-widget-heading\" data-id=\"427461af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Resultados reales y reproducibles, no pruebas de rendimiento simuladas<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-350fe5a7 elementor-widget elementor-widget-text-editor\" data-id=\"350fe5a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>El equipo de ingenier\u00eda de Carmatec ha desarrollado y evaluado un proceso RAG orientado a la producci\u00f3n, cuyo nombre en clave es \u00abKnowledge Pipeline\u00bb, con el fin de que los asistentes de IA puedan realizar b\u00fasquedas en los documentos propios de una organizaci\u00f3n y aplicarles razonamientos a trav\u00e9s de MCP.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a0a90cb e-grid e-con-full e-con e-child\" data-id=\"a0a90cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9f0a058 e-con-full e-flex e-con e-child\" data-id=\"9f0a058\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5581615 elementor-widget elementor-widget-heading\" data-id=\"5581615\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">7 <span>documentos<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4232653 elementor-widget elementor-widget-text-editor\" data-id=\"4232653\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>556 fragmentos de texto recuperables\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e35dc65 e-con-full e-flex e-con e-child\" data-id=\"e35dc65\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5ea0a00 elementor-widget elementor-widget-heading\" data-id=\"5ea0a00\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">93.3 <span>%<\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94b6bf3 elementor-widget elementor-widget-text-editor\" data-id=\"94b6bf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Recall@1, @3 y @5\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5a7e4f4 e-con-full e-flex e-con e-child\" data-id=\"5a7e4f4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b6c6929 elementor-widget elementor-widget-heading\" data-id=\"b6c6929\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">0.933<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13e4042 elementor-widget elementor-widget-text-editor\" data-id=\"13e4042\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Rango rec\u00edproco medio<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2a7a7cf e-con-full e-flex e-con e-child\" data-id=\"2a7a7cf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-21e9a54 elementor-widget elementor-widget-heading\" data-id=\"21e9a54\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span>$<\/span>0.18<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7d3b204 elementor-widget elementor-widget-text-editor\" data-id=\"7d3b204\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Coste total de procesamiento, USD\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62aaac03 e-flex e-con-boxed e-con e-parent\" data-id=\"62aaac03\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7d13afbd elementor-widget elementor-widget-heading\" data-id=\"7d13afbd\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">C\u00f3mo se construye<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66db50c elementor-widget elementor-widget-heading\" data-id=\"66db50c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Una pila autohospedada, dise\u00f1ada espec\u00edficamente en cada capa\n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e3016e elementor-widget elementor-widget-text-editor\" data-id=\"8e3016e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Cuatro almacenes de datos especializados, conectados \u00fanicamente a trav\u00e9s de API y colas de mensajes \u2014sin acceso directo a la base de datos en ning\u00fan momento\u2014, de modo que el proceso evoluciona independientemente de la aplicaci\u00f3n principal.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-695a633 e-con-full e-flex e-con e-child\" data-id=\"695a633\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-468824d e-flex e-con-boxed e-con e-child\" data-id=\"468824d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5cdf22d e-con-full e-flex e-con e-child\" data-id=\"5cdf22d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-84a041c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"84a041c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Cola<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08a7ed1 elementor-widget elementor-widget-icon-box\" data-id=\"08a7ed1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tRabbitMQ\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tLa importaci\u00f3n masiva se lleva a cabo \u00edntegramente a trav\u00e9s de la cola de mensajes: tanto si se trata de un documento como de diez mil, se utiliza la misma ruta de c\u00f3digo.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8e952e7 e-con-full e-flex e-con e-child\" data-id=\"8e952e7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9351b1e elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"9351b1e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Vectores<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1daf1b9 elementor-widget elementor-widget-icon-box\" data-id=\"1daf1b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tQdrant\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tB\u00fasqueda de similitud vectorial dise\u00f1ada espec\u00edficamente para representaciones, con filtrado de metadatos.\n\n\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e0c27f6 e-con-full e-flex e-con e-child\" data-id=\"e0c27f6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8488ff elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d8488ff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Gr\u00e1fico<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cf7b65b elementor-widget elementor-widget-icon-box\" data-id=\"cf7b65b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tNeo4j\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tRepresenta los documentos y las secciones como nodos, y sus relaciones como aristas.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-99692c9 e-con-full e-flex e-con e-child\" data-id=\"99692c9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-77f72ee elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"77f72ee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tienda<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a662db3 elementor-widget elementor-widget-icon-box\" data-id=\"a662db3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tMongoDB\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tAlmacenamiento de documentos y fragmentos junto con la aplicaci\u00f3n principal de CakePHP.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9738695 e-con-full e-flex e-con e-child\" data-id=\"9738695\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-920655b elementor-widget elementor-widget-heading\" data-id=\"920655b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Cinco etapas, cada documento\n<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-95d1f88 e-grid e-con-full e-con e-child\" data-id=\"95d1f88\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-fff3987 e-con-full e-flex e-con e-child\" data-id=\"fff3987\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e757099 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"e757099\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08eaf0c elementor-widget elementor-widget-icon-box\" data-id=\"08eaf0c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAn\u00e1lisis sint\u00e1ctico\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tLa estructura se extrae de forma determinista siempre que el formato lo permita.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6454ffd e-con-full e-flex e-con e-child\" data-id=\"6454ffd\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d7c0f02 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d7c0f02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b02575 elementor-widget elementor-widget-icon-box\" data-id=\"5b02575\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tAgrupaci\u00f3n en bloques\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\t12.5%: solapamiento entre fragmentos adyacentes para evitar fallos debidos a la falta de contexto.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3c70038 e-con-full e-flex e-con e-child\" data-id=\"3c70038\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6aa7917 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"6aa7917\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f8b1ac elementor-widget elementor-widget-icon-box\" data-id=\"6f8b1ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tEnriquecimiento\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tEl encabezado y las palabras clave generados por el modelo LLM sit\u00faan cada fragmento en su contexto.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c4327e3 e-con-full e-flex e-con e-child\" data-id=\"c4327e3\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3aa91a6 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"3aa91a6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df3e2e5 elementor-widget elementor-widget-icon-box\" data-id=\"df3e2e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\n\t\t\t\t\t\t\t\t\t<h3 class=\"elementor-icon-box-title\">\n\t\t\t\t\t\t<span  >\n\t\t\t\t\t\t\tIncorporaci\u00f3n + almacenamiento\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<p class=\"elementor-icon-box-description\">\n\t\t\t\t\t\tPar\u00e1metros del tipo de tarea \u00abGemini\u00bb establecidos expl\u00edcitamente para la optimizaci\u00f3n asim\u00e9trica.\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-41c6029 e-flex e-con-boxed e-con e-parent\" data-id=\"41c6029\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-87a5c13 elementor-widget elementor-widget-heading\" data-id=\"87a5c13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Comparado con otros<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ecc11c8 elementor-widget elementor-widget-heading\" data-id=\"ecc11c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Competitivas con \u2014o superiores a\u2014 las cifras publicadas del sector<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d0b3f3c elementor-widget elementor-widget-text-editor\" data-id=\"d0b3f3c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>En 14 de las 15 consultas, el documento de origen esperado apareci\u00f3 como primer resultado, seg\u00fan las mediciones realizadas en un corpus propio real y seleccionado.\n\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a05005f e-con-full e-flex e-con e-child\" data-id=\"a05005f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c895c3e e-grid e-con-full e-con e-child\" data-id=\"c895c3e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ef4c16 elementor-widget elementor-widget-heading\" data-id=\"9ef4c16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">RAG \u00abna\u00efve\u00bb (sector industrial, 70\u201380%)\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0f26f00 elementor-widget elementor-widget-progress\" data-id=\"0f26f00\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\n\t\t<div class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"75\" aria-valuetext=\"75% (Web Designer)\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"75\">\n\t\t\t\t<span class=\"elementor-progress-text\">Dise\u00f1ador web<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3492863 elementor-widget elementor-widget-heading\" data-id=\"3492863\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">75%<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd9a502 e-grid e-con-full e-con e-child\" data-id=\"cd9a502\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4001e5a elementor-widget elementor-widget-heading\" data-id=\"4001e5a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">B\u00fasqueda h\u00edbrida (sector, ~91%)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b3cbee elementor-widget elementor-widget-progress\" data-id=\"5b3cbee\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\n\t\t<div class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"91\" aria-valuetext=\"91% (Web Designer)\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"91\">\n\t\t\t\t<span class=\"elementor-progress-text\">Dise\u00f1ador web<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4308a53 elementor-widget elementor-widget-heading\" data-id=\"4308a53\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">91%<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-788cf01 e-grid e-con-full e-con e-child\" data-id=\"788cf01\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0bc8fd3 elementor-widget elementor-widget-heading\" data-id=\"0bc8fd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Canal de conocimientos de Carmatec<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f1b87b elementor-widget elementor-widget-progress\" data-id=\"7f1b87b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"progress.default\">\n\t\t\t\t\t\n\t\t<div class=\"elementor-progress-wrapper\" role=\"progressbar\" aria-valuemin=\"0\" aria-valuemax=\"100\" aria-valuenow=\"93.3\" aria-valuetext=\"93.3% (Web Designer)\">\n\t\t\t<div class=\"elementor-progress-bar\" data-max=\"93.3\">\n\t\t\t\t<span class=\"elementor-progress-text\">Dise\u00f1ador web<\/span>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3d08d5 elementor-widget elementor-widget-heading\" data-id=\"d3d08d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">93.3%<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b563d67 e-con-full e-flex e-con e-child\" data-id=\"b563d67\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4b4e72f elementor-widget elementor-widget-heading\" data-id=\"4b4e72f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">No.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e29349 elementor-widget elementor-widget-text-editor\" data-id=\"0e29349\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><strong style=\"color:#1A1A4E\">Resultado negativo comunicado con sinceridad:<\/strong> Una prueba de ablaci\u00f3n de la t\u00e9cnica de \u201crecuperaci\u00f3n contextual\u201d de Anthropic no revel\u00f3 ninguna mejora cuantificable en la precisi\u00f3n con este corpus, ya que cada uno de los siete documentos ya es tem\u00e1ticamente distinto. Esperamos obtener un beneficio cuantificable con corpus m\u00e1s grandes y homog\u00e9neos, y tenemos previsto volver a realizar la prueba en ese momento.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-59e8a74e e-flex e-con-boxed e-con e-parent\" data-id=\"59e8a74e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-5de06138 e-con-full e-flex e-con e-child\" data-id=\"5de06138\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1335bc06 elementor-widget elementor-widget-heading\" data-id=\"1335bc06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">De la compilaci\u00f3n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68e9ea02 elementor-widget elementor-widget-heading\" data-id=\"68e9ea02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Lecciones de ingenier\u00eda: de esas que solo se aprenden lanzando un producto al mercado<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f4f02f8 elementor-widget elementor-widget-text-editor\" data-id=\"7f4f02f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Cada uno de estos casos se detect\u00f3 mediante pruebas realizadas en un sistema real, no se descartaron por simple suposici\u00f3n.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2162dc0 e-grid e-con-full e-con e-child\" data-id=\"2162dc0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ad701b2 e-con-full e-flex e-con e-child\" data-id=\"ad701b2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-89c1bf2 elementor-widget elementor-widget-heading\" data-id=\"89c1bf2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">01<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6c27665 elementor-widget elementor-widget-text-editor\" data-id=\"6c27665\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>La API de integraci\u00f3n de Gemini acepta sin avisar las solicitudes en las que falte el par\u00e1metro \u00abtask-type\u00bb; es f\u00e1cil pasarlo por alto si no se lee directamente la documentaci\u00f3n del proveedor.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9ef99f2 e-con-full e-flex e-con e-child\" data-id=\"9ef99f2\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f720980 elementor-widget elementor-widget-heading\" data-id=\"f720980\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">02<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e758f20 elementor-widget elementor-widget-text-editor\" data-id=\"e758f20\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Qdrant rechaza de plano los identificadores de cadena de formato libre; los identificadores de puntos deben ser un UUID o un entero sin signo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2987763 e-con-full e-flex e-con e-child\" data-id=\"2987763\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b4d184 elementor-widget elementor-widget-heading\" data-id=\"3b4d184\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">03<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ea9230c elementor-widget elementor-widget-text-editor\" data-id=\"ea9230c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>La clave de enrutamiento de mensajes no entregados de una cola de mensajes debe conservar la clave de enrutamiento original; una sustituci\u00f3n con comod\u00edn no funciona como comod\u00edn en la reentrega.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-496973e e-con-full e-flex e-con e-child\" data-id=\"496973e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f023eff elementor-widget elementor-widget-heading\" data-id=\"f023eff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">04<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-15dc024 elementor-widget elementor-widget-text-editor\" data-id=\"15dc024\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>No todos los documentos reales est\u00e1n escritos en Markdown correctamente: una especificaci\u00f3n de texto sin formato no generaba ning\u00fan fragmento hasta que se a\u00f1adi\u00f3 una ruta alternativa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1eef848 e-con-full e-flex e-con e-child\" data-id=\"1eef848\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c41f19a elementor-widget elementor-widget-heading\" data-id=\"c41f19a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">05<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d6e34f elementor-widget elementor-widget-text-editor\" data-id=\"6d6e34f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Los entornos de prueba y los datos reales nunca deben compartir un mismo espacio de nombres de identificadores: en una ocasi\u00f3n, una colisi\u00f3n provoc\u00f3 que, al limpiar el entorno de prueba, se borraran datos reales.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-21e316b0 e-flex e-con-boxed e-con e-parent\" data-id=\"21e316b0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7a7a0279 e-con-full e-flex e-con e-child\" data-id=\"7a7a0279\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17b14314 elementor-widget elementor-widget-heading\" data-id=\"17b14314\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u00c1mbito de aplicaci\u00f3n<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-562b659f elementor-widget elementor-widget-heading\" data-id=\"562b659f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dise\u00f1ado para ser independiente del sector<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6bbce8f4 elementor-widget elementor-widget-text-editor\" data-id=\"6bbce8f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>La categorizaci\u00f3n de documentos se basa en datos, no en una l\u00f3gica predefinida; esta misma arquitectura es aplicable a cualquier organizaci\u00f3n que gestione grandes vol\u00famenes de conocimiento no estructurado.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb85f01 e-grid e-con-full e-con e-child\" data-id=\"cb85f01\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d143151 e-con-full e-flex e-con e-child\" data-id=\"d143151\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-130ae0d elementor-widget elementor-widget-heading\" data-id=\"130ae0d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Servicios de TI\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ce7e392 elementor-widget elementor-widget-text-editor\" data-id=\"ce7e392\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Apoyo a la toma de decisiones en materia de arquitectura basado en dise\u00f1os y estimaciones anteriores.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bf3705 e-con-full e-flex e-con e-child\" data-id=\"0bf3705\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cd65bd1 elementor-widget elementor-widget-heading\" data-id=\"cd65bd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Servicios jur\u00eddicos<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa0cd28 elementor-widget elementor-widget-text-editor\" data-id=\"fa0cd28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>B\u00fasqueda de cl\u00e1usulas contractuales y precedentes en el historial de casos de la propia empresa.\n\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8ef90b5 e-con-full e-flex e-con e-child\" data-id=\"8ef90b5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a3420a5 elementor-widget elementor-widget-heading\" data-id=\"a3420a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Cuidado de la salud\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c26b88c elementor-widget elementor-widget-text-editor\" data-id=\"c26b88c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>B\u00fasqueda de protocolos cl\u00ednicos y procedimientos operativos est\u00e1ndar (SOP) basada en procedimientos documentados.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-205c24b e-con-full e-flex e-con e-child\" data-id=\"205c24b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-afdfdf7 elementor-widget elementor-widget-heading\" data-id=\"afdfdf7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Servicios financieros<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-739bad9 elementor-widget elementor-widget-text-editor\" data-id=\"739bad9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Cumplimiento normativo y recuperaci\u00f3n de informaci\u00f3n a trav\u00e9s del registro de auditor\u00eda.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9fcb2ef e-con-full e-flex e-con e-child\" data-id=\"9fcb2ef\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e0c5a0f elementor-widget elementor-widget-heading\" data-id=\"e0c5a0f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Fabricaci\u00f3n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c50bf69 elementor-widget elementor-widget-text-editor\" data-id=\"c50bf69\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Consulta de los procedimientos operativos est\u00e1ndar (SOP) y de los manuales de los equipos en la planta de producci\u00f3n.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-75d04af e-con-full e-flex e-con e-child\" data-id=\"75d04af\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a552a8 elementor-widget elementor-widget-heading\" data-id=\"7a552a8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Recursos Humanos y Operaciones de Personal<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7dd666c elementor-widget elementor-widget-text-editor\" data-id=\"7dd666c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>B\u00fasqueda de pol\u00edticas que mantiene su precisi\u00f3n a medida que cambian los documentos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb73d19 e-con-full e-flex e-con e-child\" data-id=\"eb73d19\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f8b0f7c elementor-widget elementor-widget-heading\" data-id=\"f8b0f7c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Educaci\u00f3n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5301048 elementor-widget elementor-widget-text-editor\" data-id=\"5301048\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>B\u00fasqueda de planes de estudios y material did\u00e1ctico en una biblioteca de contenidos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dfe8a1b e-con-full e-flex e-con e-child\" data-id=\"dfe8a1b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9d836e3 elementor-widget elementor-widget-heading\" data-id=\"9d836e3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Gobierno<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67b3d22 elementor-widget elementor-widget-text-editor\" data-id=\"67b3d22\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>B\u00fasqueda de normativas y pol\u00edticas con trazabilidad completa de las fuentes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-82eafa5 e-flex e-con-boxed e-con e-parent\" data-id=\"82eafa5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb6b32e elementor-widget elementor-widget-heading\" data-id=\"cb6b32e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">\u00bfY ahora qu\u00e9?<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-72834cc elementor-widget elementor-widget-heading\" data-id=\"72834cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Pasos siguientes, planificados y bien meditados<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-174b06d e-flex e-con-boxed e-con e-child\" data-id=\"174b06d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0aa0d62 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"0aa0d62\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">1<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70012a3 elementor-widget elementor-widget-text-editor\" data-id=\"70012a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Reordenaci\u00f3n y b\u00fasqueda h\u00edbrida (palabra clave + vector): el m\u00e9todo de referencia est\u00e1ndar actual en producci\u00f3n para lograr una mayor precisi\u00f3n.\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-330aab2 e-flex e-con-boxed e-con e-child\" data-id=\"330aab2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b5e00a elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"0b5e00a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">2<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f197749 elementor-widget elementor-widget-text-editor\" data-id=\"f197749\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Un corpus de ingesta m\u00e1s amplio y heterog\u00e9neo, para volver a evaluar la ablaci\u00f3n del enriquecimiento contextual.\n<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6fe833f e-flex e-con-boxed e-con e-child\" data-id=\"6fe833f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1540dcb elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"1540dcb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">3<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a64c420 elementor-widget elementor-widget-text-editor\" data-id=\"a64c420\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Aplicaci\u00f3n de los permisos en el momento de la recuperaci\u00f3n, lo que subsana una posible brecha en el control de acceso detectada durante la revisi\u00f3n del dise\u00f1o.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-723af06 e-flex e-con-boxed e-con e-child\" data-id=\"723af06\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cdff0c8 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"cdff0c8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">4<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c437a11 elementor-widget elementor-widget-text-editor\" data-id=\"c437a11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Ingesti\u00f3n mediante OCR de documentos escaneados y basados en im\u00e1genes, ya adaptada a los casos de uso relacionados con documentos de los empleados.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-361f10d e-flex e-con-boxed e-con e-child\" data-id=\"361f10d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d9740ad elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"d9740ad\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">5<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-312f5e8 elementor-widget elementor-widget-text-editor\" data-id=\"312f5e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Replicaci\u00f3n de la infraestructura de puesta en escena y producci\u00f3n, programada deliberadamente tras esta prueba.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-206599a7 e-flex e-con-boxed e-con e-parent\" data-id=\"206599a7\" data-element_type=\"container\" data-e-type=\"container\" id=\"downloadPDF\" data-settings=\"{&quot;background_background&quot;:&quot;gradient&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e9ec4a3 elementor-widget elementor-widget-heading\" data-id=\"2e9ec4a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Descarga el informe t\u00e9cnico completo<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-31fe605a elementor-widget elementor-widget-text-editor\" data-id=\"31fe605a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Cada afirmaci\u00f3n est\u00e1 respaldada por una ejecuci\u00f3n real y reproducible del proceso y por consultas verificadas de forma independiente.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1c62f67 e-con-full e-flex e-con e-child\" data-id=\"1c62f67\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5a05a068 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"5a05a068\" data-element_type=\"widget\" data-e-type=\"widget\" id=\"openForm\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/es\/contactenos-2\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-long-arrow-alt-right\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M313.941 216H12c-6.627 0-12 5.373-12 12v56c0 6.627 5.373 12 12 12h301.941v46.059c0 21.382 25.851 32.09 40.971 16.971l86.059-86.059c9.373-9.373 9.373-24.569 0-33.941l-86.059-86.059c-15.119-15.119-40.971-4.411-40.971 16.971V216z\"><\/path><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Descargar PDF<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-50ac630 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"50ac630\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/es\/contactenos-2\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Habla con nuestro equipo de ingenier\u00eda<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f83af4c elementor-widget elementor-widget-html\" data-id=\"f83af4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<style type=\"text\/css\">\n\/* Overlay *\/\n#zohoPopup{\n    position:fixed;\n    inset:0;\n    display:none;\n    align-items:center;\n    justify-content:center;\n    background:rgba(0,0,0,.7);\n    z-index:999999;\n}\n\n#zohoPopup.active{\n    display:flex;\n}\n\n\/* Popup *\/\n#zohoPopup .popup-content{\n    position:relative;\n    width:640px;\n    height:340px;\n    background:#fff;\n    border-radius:12px;\n    overflow:hidden;\n    box-shadow:0 20px 50px rgba(0,0,0,.25);\n}\n\n\/* Close button *\/\n#zohoPopup .close-popup{\n    position:absolute;\n    top:10px;\n    right:15px;\n    font-size:28px;\n    cursor:pointer;\n    z-index:999;\n}\n\n\/* Iframe *\/\n#zohoPopup iframe{\n    display:block;\n    width:610px;\n    height:310px;\n    margin:15px;\n    border:0;\n}\n\n\/* Mobile *\/\n@media(max-width:768px){\n\n    #zohoPopup .popup-content{\n        width:95%;\n        height:360px;\n    }\n\n    #zohoPopup iframe{\n        width:100%;\n        height:310px;\n        margin:0;\n    }\n\n}\n<\/style>\n<div id=\"zohoPopup\" class=\"popup-overlay\">\n    <div class=\"popup-content\">\n        <span class=\"close-popup\">\u00d7<\/span>\n\n        <iframe\n            src=\"https:\/\/crm.zoho.in\/crm\/WebFormServeServlet?rid=a3b5275600a079a4a8553f2beb9e4365678d800db4df4bf4b7f5c01ea36f4abddb125a3133df1d031748acdae814e45dgide21daca75c88411024e4e4345f0a1d825c2418badb3144260fa99b99141ea933\"\n            scrolling=\"yes\"\n            allowfullscreen><\/iframe>\n\n    <\/div>\n<\/div>\n<script type=\"text\/javascript\">\njQuery(function ($) {\n\n    $('#openForm').on('click', function (e) {\n        e.preventDefault();\n        $('#zohoPopup').addClass('active');\n    });\n\n    $('.close-popup').on('click', function () {\n        $('#zohoPopup').removeClass('active');\n    });\n\n    $('#zohoPopup').on('click', function (e) {\n        if ($(e.target).is('#zohoPopup')) {\n            $('#zohoPopup').removeClass('active');\n        }\n    });\n\n});\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e70631d e-flex e-con-boxed e-con e-parent\" data-id=\"e70631d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bc93e09 elementor-widget elementor-widget-heading\" data-id=\"bc93e09\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Sobre el autor<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e28c675 elementor-widget elementor-widget-heading\" data-id=\"e28c675\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Escrito por la direcci\u00f3n de Carmatec<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-54a641d e-con-full e-grid e-con e-child\" data-id=\"54a641d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-43df8c2 elementor-widget elementor-widget-image\" data-id=\"43df8c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1.png\" class=\"attachment-full size-full wp-image-55291\" alt=\"\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1.png 512w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1-300x300.png 300w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1-12x12.png 12w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2026\/07\/image-1-284x284.png 284w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22ded0a e-con-full e-flex e-con e-child\" data-id=\"22ded0a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-168b82e elementor-widget elementor-widget-text-editor\" data-id=\"168b82e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Director general del grupo y arquitecto de soluciones de IA empresarial, Carmatec<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84bc1af elementor-widget elementor-widget-heading\" data-id=\"84bc1af\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/www.carmatec.com\/es\/expertos\/aromal\/\">Aromal Rajagopal<\/a><\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ff3975 elementor-widget elementor-widget-text-editor\" data-id=\"0ff3975\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Aromal es un emprendedor tecnol\u00f3gico y arquitecto de IA empresarial con m\u00e1s de 25 a\u00f1os de experiencia en ingenier\u00eda de software, infraestructura en la nube, operaciones de centros de datos y transformaci\u00f3n empresarial. Como director general del grupo, participa activamente en el dise\u00f1o de las plataformas de IA empresarial, los sistemas multiagente y las aplicaciones basadas en el conocimiento que Carmatec desarrolla bajo su direcci\u00f3n, incluidos los sistemas RAG y de conocimiento empresarial sobre los que trata este informe de referencia. Su enfoque t\u00e9cnico actual abarca la generaci\u00f3n aumentada por recuperaci\u00f3n (RAG), la orquestaci\u00f3n de agentes, las integraciones del Protocolo de Contexto de Modelos (MCP), as\u00ed como la gobernanza de la IA y la preparaci\u00f3n para la producci\u00f3n.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Home\u203aWhiatepapers\u203aRAG Benchmark Whitepaper Engineering Whitepaper Retrieval-Augmented Generation for Enterprise Knowledge A real-world benchmark from the Goalz.Work Knowledge Pipeline: 93.3% Recall@1 across a 556-chunk, 7-document corpus \u2014 at a total processing cost of $0.18 USD. Download the Whitepaper See the Results 93.3% Recall@1 $0.18 Total processing cost 556 Chunks \/ 7 documents Recall@1 \/ @3 \/ [&hellip;]<\/p>\n","protected":false},"author":14,"featured_media":55763,"parent":55314,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-55312","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/pages\/55312","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/comments?post=55312"}],"version-history":[{"count":150,"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/pages\/55312\/revisions"}],"predecessor-version":[{"id":55764,"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/pages\/55312\/revisions\/55764"}],"up":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/pages\/55314"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/media\/55763"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/es\/wp-json\/wp\/v2\/media?parent=55312"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}