{"id":96977,"date":"2022-09-27T15:14:49","date_gmt":"2022-09-27T13:14:49","guid":{"rendered":"https:\/\/keepcoding.io\/?page_id=96977"},"modified":"2026-05-04T14:37:55","modified_gmt":"2026-05-04T12:37:55","slug":"blog-frr","status":"publish","type":"page","link":"https:\/\/keepcoding.io\/blog-frr\/","title":{"rendered":"Blog de Fernando Rodr\u00edguez"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"96977\" class=\"elementor elementor-96977\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6486ec3 banner-azul e-flex e-con-boxed e-con e-parent\" data-id=\"6486ec3\" data-element_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-c4d7889 e-flex e-con-boxed e-con e-child\" data-id=\"c4d7889\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a668f2a elementor-widget elementor-widget-heading\" data-id=\"a668f2a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Fernando Rodr\u00edguez\u200b  | Desarrollador y CLO en KeepCoding<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2a118dd elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2a118dd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Nacimos para llevar talento tecnol\u00f3gico de calidad<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f419b6 elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"2f419b6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">En este blog encontrar\u00e1s posts de programaci\u00f3n y tecnolog\u00eda, de principiante a avanzado, frikadas y, muy de vez en cuando, una idea genial.<\/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<div class=\"elementor-element elementor-element-c513791 e-con-full elementor-hidden-tablet e-flex e-con e-child\" data-id=\"c513791\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b14a0db mover elementor-widget__width-inherit elementor-widget elementor-widget-image\" data-id=\"b14a0db\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"682\" src=\"https:\/\/keepcoding.io\/wp-content\/smush-webp\/2025\/03\/Beata-Praska-_S0A1124-Photoroom-1024x682.png.webp\" class=\"attachment-large size-large wp-image-239640\" alt=\"Beata Praska-_S0A1124-Photoroom\" srcset=\"https:\/\/keepcoding.io\/wp-content\/smush-webp\/2025\/03\/Beata-Praska-_S0A1124-Photoroom-1024x682.png.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2025\/03\/Beata-Praska-_S0A1124-Photoroom-300x200.png.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2025\/03\/Beata-Praska-_S0A1124-Photoroom-768x512.png.webp 768w, https:\/\/keepcoding.io\/wp-content\/uploads\/2025\/03\/Beata-Praska-_S0A1124-Photoroom.png 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" title=\"\">\t\t\t\t\t\t\t\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-dac2ecf e-flex e-con-boxed e-con e-parent\" data-id=\"dac2ecf\" data-element_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-faaf2b3 e-con-full e-flex e-con e-child\" data-id=\"faaf2b3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-514fbae elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"514fbae\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Nacimos para llevar talento tecnol\u00f3gico de calidad a todos los rincones de la Galaxia; entendiendo que no se trata solo de ense\u00f1ar conocimientos t\u00e9cnicos sino de acompa\u00f1ar a cada alumno en su crecimiento<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8477e0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a8477e0\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\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<div class=\"elementor-element elementor-element-3782628 e-con-full e-flex e-con e-child\" data-id=\"3782628\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-220127e elementor-align-left elementor-widget elementor-widget-button\" data-id=\"220127e\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/tag\/eventos\/\">\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\">Eventos<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\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-082b7a9 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"082b7a9\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/tag\/noticias\/\">\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\">Noticias<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\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-b5a486c elementor-align-left elementor-widget elementor-widget-button\" data-id=\"b5a486c\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/tag\/android\/\">\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\">Android<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\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-a039d80 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"a039d80\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/tag\/apple\/\">\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\">Apple<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\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-cedcd49 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"cedcd49\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/tag\/programacion\/\">\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\">Programaci\u00f3n<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\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-efbfe44 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"efbfe44\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/tag\/noticias-institucionales\/\">\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\">Agbo<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-4a8393c e-flex e-con-boxed e-con e-parent\" data-id=\"4a8393c\" data-element_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-8499ff1 elementor-posts--thumbnail-top elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-posts\" data-id=\"8499ff1\" data-element_type=\"widget\" data-settings=\"{&quot;custom_columns&quot;:&quot;3&quot;,&quot;custom_columns_tablet&quot;:&quot;2&quot;,&quot;custom_columns_mobile&quot;:&quot;1&quot;,&quot;custom_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:35,&quot;sizes&quot;:[]},&quot;custom_row_gap_widescreen&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;custom_row_gap_laptop&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;custom_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;custom_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.custom\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t      <div class=\"ecs-posts elementor-posts-container elementor-posts   elementor-grid elementor-posts--skin-custom\" data-settings=\"{&quot;current_page&quot;:1,&quot;max_num_pages&quot;:&quot;5&quot;,&quot;load_method&quot;:&quot;loadmore&quot;,&quot;widget_id&quot;:&quot;8499ff1&quot;,&quot;post_id&quot;:96977,&quot;theme_id&quot;:96977,&quot;change_url&quot;:false,&quot;reinit_js&quot;:false}\">\n      \t\t<article id=\"post-265593\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265593 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265593 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-experiencia-agentica-1324-llamadas-lql.jpg\" class=\"attachment-full size-full wp-image-265765\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-experiencia-agentica-1324-llamadas-lql.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-experiencia-agentica-1324-llamadas-lql-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-experiencia-agentica-1324-llamadas-lql-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-experiencia-agentica-1324-llamadas-lql-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Agentic Experience: 1.324 llamadas a mi CLI, 15,9% de error<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Analic\u00e9 1.324 llamadas reales de Claude Code a mi CLI de Linear. El 15,9% fallaba. Los errores revelan c\u00f3mo dise\u00f1ar herramientas que los agentes<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/experiencia-agentica-1324-llamadas-lql\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265592\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265592 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265592 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-patron-dos-capas-determinismo-coreml-apple-silicon.jpg\" class=\"attachment-full size-full wp-image-265763\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-patron-dos-capas-determinismo-coreml-apple-silicon.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-patron-dos-capas-determinismo-coreml-apple-silicon-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-patron-dos-capas-determinismo-coreml-apple-silicon-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-patron-dos-capas-determinismo-coreml-apple-silicon-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">El patr\u00f3n de dos capas en Apple Silicon: c\u00f3digo determinista barato primero, CoreML para lo pesado<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">El mismo patr\u00f3n arquitect\u00f3nico resuelve an\u00e1lisis de sentimiento y limpieza de im\u00e1genes: deterministic primero, CoreML solo sobre lo que sobrevive. PyTorch \u2192 ONNX \u2192<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/patron-dos-capas-determinismo-coreml-apple-silicon\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265590\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265590 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265590 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-colisiones-adversariales-hashes-perceptuales-csam.jpg\" class=\"attachment-full size-full wp-image-265759\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-colisiones-adversariales-hashes-perceptuales-csam.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-colisiones-adversariales-hashes-perceptuales-csam-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-colisiones-adversariales-hashes-perceptuales-csam-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-colisiones-adversariales-hashes-perceptuales-csam-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Las colisiones adversariales que rompieron el sistema CSAM de Apple (y por qu\u00e9 importan m\u00e1s all\u00e1 de Apple)<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">En agosto de 2021, investigadores rompieron NeuralHash en menos de dos semanas. El ataque no fue una chapuza: es una propiedad estructural de la<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/colisiones-adversariales-hashes-perceptuales-csam\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265591\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265591 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265591 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-algoritmo-hash-perceptual-chat-control-europa.jpg\" class=\"attachment-full size-full wp-image-265761\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-algoritmo-hash-perceptual-chat-control-europa.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-algoritmo-hash-perceptual-chat-control-europa-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-algoritmo-hash-perceptual-chat-control-europa-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-algoritmo-hash-perceptual-chat-control-europa-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">64 bits deciden qu\u00e9 puedes subir a internet: el algoritmo detr\u00e1s del Chat Control<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">El EU Chat Control y el fallido escaneo on-device de Apple dependen del mismo algoritmo de 40 l\u00edneas de Python. Entender c\u00f3mo funciona es<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/algoritmo-hash-perceptual-chat-control-europa\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265588\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265588 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265588 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-cli-agent-experience-peek-ax-diseno.jpg\" class=\"attachment-full size-full wp-image-265755\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-cli-agent-experience-peek-ax-diseno.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-cli-agent-experience-peek-ax-diseno-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-cli-agent-experience-peek-ax-diseno-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-cli-agent-experience-peek-ax-diseno-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Tu CLI tiene un nuevo usuario y no es humano<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Los principios de Agent Experience (AX) cambian c\u00f3mo se dise\u00f1an herramientas CLI cuando el usuario principal es un LLM. Output token-efficient, fuzzy matching, errores<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/cli-agent-experience-peek-ax-diseno\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265589\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265589 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265589 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-apple-on-device-model-terrible-chat-great-structured-output.jpg\" class=\"attachment-full size-full wp-image-265757\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-apple-on-device-model-terrible-chat-great-structured-output.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-apple-on-device-model-terrible-chat-great-structured-output-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-apple-on-device-model-terrible-chat-great-structured-output-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-apple-on-device-model-terrible-chat-great-structured-output-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">El modelo on-device de Apple es terrible para chat pero sorprendentemente bueno en structured output y tool calling<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Constru\u00ed una app macOS para stress-test de todas las capacidades de Apple Intelligence on-device. El modelo de 3B es mediocre en texto libre, pero<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/apple-on-device-model-terrible-chat-great-structured-output\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265584\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265584 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265584 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-libfoundationmodels-llm-apple-c-ffi-bridge.jpg\" class=\"attachment-full size-full wp-image-265748\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-libfoundationmodels-llm-apple-c-ffi-bridge.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-libfoundationmodels-llm-apple-c-ffi-bridge-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-libfoundationmodels-llm-apple-c-ffi-bridge-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-libfoundationmodels-llm-apple-c-ffi-bridge-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Bridgeando async Swift a sync C: cuatro funciones para usar el LLM de Apple desde cualquier lenguaje<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">libfoundationmodels expone el LLM on-device de Apple como una dylib C de 4 funciones. El bridge async Swift \u2192 sync C con Mutex y<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/libfoundationmodels-llm-apple-c-ffi-bridge\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265585\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265585 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265585 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-foundation-hooks-git-lql-apple-intelligence.jpg\" class=\"attachment-full size-full wp-image-265750\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-foundation-hooks-git-lql-apple-intelligence.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-foundation-hooks-git-lql-apple-intelligence-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-foundation-hooks-git-lql-apple-intelligence-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-foundation-hooks-git-lql-apple-intelligence-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Estoy pagando $15 por mill\u00f3n de tokens para escribir &#8216;fix: typo&#8217;<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Los coding agents usan modelos cloud de $15\/M tokens para generar commit messages. foundation-hooks los reemplaza con el LLM on-device de Apple: 300ms, 0<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/foundation-hooks-git-lql-apple-intelligence\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265586\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265586 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265586 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-nltagger-sesgo-sentimiento-texto-desarrollador.jpg\" class=\"attachment-full size-full wp-image-265752\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-nltagger-sesgo-sentimiento-texto-desarrollador.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-nltagger-sesgo-sentimiento-texto-desarrollador-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-nltagger-sesgo-sentimiento-texto-desarrollador-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-nltagger-sesgo-sentimiento-texto-desarrollador-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">El an\u00e1lisis de sentimiento de Apple cree que &#8216;borra el fichero temporal&#8217; es una amenaza de muerte<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">NLTagger de Apple punt\u00faa 'delete the temp file' como -0.8 (muy negativo). Es un sesgo sistem\u00e1tico en texto t\u00e9cnico que nadie ha documentado. Datos,<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/nltagger-sesgo-sentimiento-texto-desarrollador\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265587\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265587 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265587 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-turboquant-un-mes-despues-implementaciones-controversia-benchmarks.jpg\" class=\"attachment-full size-full wp-image-265754\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-turboquant-un-mes-despues-implementaciones-controversia-benchmarks.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-turboquant-un-mes-despues-implementaciones-controversia-benchmarks-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-turboquant-un-mes-despues-implementaciones-controversia-benchmarks-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-turboquant-un-mes-despues-implementaciones-controversia-benchmarks-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">TurboQuant, un mes despu\u00e9s: implementaciones, controversia y qu\u00e9 funciona de verdad<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">El paper TurboQuant de Google consigui\u00f3 575 puntos en HN y hundi\u00f3 las acciones de memoria. Un mes despu\u00e9s: qu\u00e9 implementaciones funcionan de verdad,<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/turboquant-un-mes-despues-implementaciones-controversia-benchmarks\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265583\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265583 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265583 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-apple-intelligence-llm-gratis-tooling-desarrollo.jpg\" class=\"attachment-full size-full wp-image-265746\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-apple-intelligence-llm-gratis-tooling-desarrollo.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-apple-intelligence-llm-gratis-tooling-desarrollo-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-apple-intelligence-llm-gratis-tooling-desarrollo-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-apple-intelligence-llm-gratis-tooling-desarrollo-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Tu Mac tiene un LLM gratis y no lo est\u00e1s usando<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Apple Intelligence incluye un modelo de 3B par\u00e1metros en tu Mac. C\u00f3mo usarlo para clasificaci\u00f3n, naming, triage y commit messages sin pagar APIs. Recetas<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/apple-intelligence-llm-gratis-tooling-desarrollo\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265582\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265582 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265582 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-router-modelos-programar-sin-arruinarte.jpg\" class=\"attachment-full size-full wp-image-265744\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-router-modelos-programar-sin-arruinarte.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-router-modelos-programar-sin-arruinarte-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-router-modelos-programar-sin-arruinarte-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-router-modelos-programar-sin-arruinarte-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Tres agentes entran en un bar: mi experimento para programar m\u00e1s y pagar menos<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Mi plan para repartir trabajo entre Claude, Codex y GLM\/Z.AI sin automatizar demasiado pronto, reduciendo coste sin perder criterio.<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/router-modelos-programar-sin-arruinarte\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265581\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265581 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265581 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-en-codex-un-skill-no-es-un-slash-command.jpg\" class=\"attachment-full size-full wp-image-265742\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-en-codex-un-skill-no-es-un-slash-command.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-en-codex-un-skill-no-es-un-slash-command-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-en-codex-un-skill-no-es-un-slash-command-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-en-codex-un-skill-no-es-un-slash-command-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">En Codex, un skill no es un \/command (y en Claude Code casi s\u00ed)<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Si vienes de Claude Code, esto te ahorra un buen rato de frustraci\u00f3n: en Codex un skill no es un slash command. Sirven para<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/en-codex-un-skill-no-es-un-slash-command\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265580\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265580 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265580 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-nltagger-sentiment-sesgo-texto-tecnico.jpg\" class=\"attachment-full size-full wp-image-265740\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-nltagger-sentiment-sesgo-texto-tecnico.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-nltagger-sentiment-sesgo-texto-tecnico-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-nltagger-sentiment-sesgo-texto-tecnico-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-nltagger-sentiment-sesgo-texto-tecnico-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">NLTagger y el an\u00e1lisis de sentimiento: por qu\u00e9 Apple cree que tu c\u00f3digo es deprimente<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">NLTagger de Apple punt\u00faa como negativo texto t\u00e9cnico perfectamente neutro. An\u00e1lisis emp\u00edrico del sesgo, por qu\u00e9 ocurre, y qu\u00e9 usar en su lugar.<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/nltagger-sentiment-sesgo-texto-tecnico\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265575\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265575 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265575 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-claude-mananas-codex-tardes-flujo-dos-agentes.jpg\" class=\"attachment-full size-full wp-image-265730\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-claude-mananas-codex-tardes-flujo-dos-agentes.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-claude-mananas-codex-tardes-flujo-dos-agentes-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-claude-mananas-codex-tardes-flujo-dos-agentes-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-claude-mananas-codex-tardes-flujo-dos-agentes-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Claude por la ma\u00f1ana, Codex por la tarde: el flujo de dos agentes que no sab\u00eda que necesitaba<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">165 sesiones de Claude Code y 27 de Codex CLI despu\u00e9s, los datos muestran un patr\u00f3n: cada agente brilla en un tipo de trabajo<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/claude-mananas-codex-tardes-flujo-dos-agentes\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265578\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265578 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265578 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-python-tooling-rust-uv-ruff-ferris-tenia-razon.jpg\" class=\"attachment-full size-full wp-image-265736\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-python-tooling-rust-uv-ruff-ferris-tenia-razon.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-python-tooling-rust-uv-ruff-ferris-tenia-razon-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-python-tooling-rust-uv-ruff-ferris-tenia-razon-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-python-tooling-rust-uv-ruff-ferris-tenia-razon-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Lo mejor que le ha pasado a Python en d\u00e9cadas est\u00e1 escrito en Rust<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Python lleva a\u00f1os con un ecosistema de herramientas fragmentado y lento. La revoluci\u00f3n ha venido de donde nadie esperaba: Rust. uv, Ruff y ty<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/python-tooling-rust-uv-ruff-ferris-tenia-razon\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265579\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265579 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265579 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-skill-antes-despues-lql-herramienta-tolerante.jpg\" class=\"attachment-full size-full wp-image-265738\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-skill-antes-despues-lql-herramienta-tolerante.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-skill-antes-despues-lql-herramienta-tolerante-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-skill-antes-despues-lql-herramienta-tolerante-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-skill-antes-despues-lql-herramienta-tolerante-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">150 l\u00edneas de disculpas eliminadas<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Mi skill de Linear ten\u00eda 150 l\u00edneas de workarounds: UUIDs hardcodeados, fallbacks a curl, notas de 'la CLI no soporta X'. No las reescrib\u00ed<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/skill-antes-despues-lql-herramienta-tolerante\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265576\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265576 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265576 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-madness-driven-design-don-quijote-sancho-panza-copiloto-ia.jpg\" class=\"attachment-full size-full wp-image-265732\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-madness-driven-design-don-quijote-sancho-panza-copiloto-ia.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-madness-driven-design-don-quijote-sancho-panza-copiloto-ia-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-madness-driven-design-don-quijote-sancho-panza-copiloto-ia-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-madness-driven-design-don-quijote-sancho-panza-copiloto-ia-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Madness Driven Design: Don Quijote, Sancho Panza y tu copiloto IA<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">MDD: metodolog\u00eda para dise\u00f1ar herramientas que absorban las alucinaciones de tu copiloto IA. Dos capas \u2014 arqueolog\u00eda de errores y verificaci\u00f3n adversarial \u2014 inspiradas<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/madness-driven-design-don-quijote-sancho-panza-copiloto-ia\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265577\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265577 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265577 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-por-que-mi-cli-no-habla-xml-toon-tokens.jpg\" class=\"attachment-full size-full wp-image-265734\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-por-que-mi-cli-no-habla-xml-toon-tokens.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-por-que-mi-cli-no-habla-xml-toon-tokens-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-por-que-mi-cli-no-habla-xml-toon-tokens-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-por-que-mi-cli-no-habla-xml-toon-tokens-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Por qu\u00e9 la salida de mi CLI no es XML (y c\u00f3mo acab\u00e9 reinventando TOON sin saberlo)<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">XML repite tags, JSON repite claves. Cuando tu consumidor es un LLM, cada token cuenta. Historia de c\u00f3mo acab\u00e9 con un formato posicional compacto<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/por-que-mi-cli-no-habla-xml-toon-tokens\/\">\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<i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">leer m\u00e1s<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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<\/div>\n\t\t\t\t<\/article>\n\t\t\t\t<article id=\"post-265574\" class=\"elementor-post elementor-grid-item ecs-post-loop post-265574 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\">\n\t\t\t\t<div data-elementor-type=\"loop\" data-elementor-id=\"236401\" class=\"elementor elementor-236401 post-265574 post type-post status-publish format-standard has-post-thumbnail hentry category-blog-frr\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-1f7dbdf e-con-full e-flex e-con e-child\" data-id=\"1f7dbdf\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d88e887 e-con-full e-flex e-con e-child\" data-id=\"d88e887\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e91f9c elementor-widget elementor-widget-heading\" data-id=\"1e91f9c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><span>FRR Blog<\/span><\/p>\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-078a187 e-flex e-con-boxed e-con e-child\" data-id=\"078a187\" data-element_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-c6a011b elementor-widget elementor-widget-image\" data-id=\"c6a011b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-adversarial-programming-copiloto-ia-inventa-api.jpg\" class=\"attachment-full size-full wp-image-265728\" alt=\"\" srcset=\"https:\/\/keepcoding.io\/wp-content\/uploads\/2026\/05\/featured-adversarial-programming-copiloto-ia-inventa-api.jpg 1200w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-adversarial-programming-copiloto-ia-inventa-api-300x169.jpg.webp 300w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-adversarial-programming-copiloto-ia-inventa-api-1024x576.jpg.webp 1024w, https:\/\/keepcoding.io\/wp-content\/smush-webp\/2026\/05\/featured-adversarial-programming-copiloto-ia-inventa-api-768x432.jpg.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\">\t\t\t\t\t\t\t\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-8c4cdc9 elementor-widget elementor-widget-heading\" data-id=\"8c4cdc9\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Adversarial Programming: cuando tu copiloto IA se inventa el API<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1e9466a elementor-widget elementor-widget-heading\" data-id=\"1e9466a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Tu IA genera c\u00f3digo plausible contra APIs que no existen. Schema introspection, fixtures reales y separaci\u00f3n fetch\/proceso: la metodolog\u00eda anti-alucinaci\u00f3n que funciona.<\/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<div class=\"elementor-element elementor-element-fc1592d e-con-full e-flex e-con e-child\" data-id=\"fc1592d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1a29aa elementor-widget elementor-widget-button\" data-id=\"b1a29aa\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/keepcoding.io\/blog-frr\/adversarial-programming-copiloto-ia-inventa-api\/\">\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<i aria-hidden=\"true\" class=\"fas 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