{"id":25349,"date":"2025-10-13T10:30:00","date_gmt":"2025-10-13T13:30:00","guid":{"rendered":"https:\/\/actiosoftware.com?p=25349"},"modified":"2026-08-11T15:48:41","modified_gmt":"2026-08-11T18:48:41","slug":"que-es-el-machine-learning-y-cual-es-su-importancia-para-el-futuro","status":"publish","type":"post","link":"https:\/\/actiosoftware.com\/es\/blog\/o-que-e-machine-learning-e-qual-sua-importancia-para-o-futuro\/","title":{"rendered":"\u00bfQu\u00e9 es el Machine Learning? Conceptos y Usos"},"content":{"rendered":"<\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/actiosoftware.com\/wp-content\/uploads\/2021\/10\/que-es-el-machine-learning-y-cual-es-su-importancia-para-el-futuro.mp3\"><\/audio><\/figure>\n\n\n<p>\n\n\n\n<p>No existen l\u00edmites para la transformaci\u00f3n digital. Y cuando pensamos que el mercado ha alcanzado el \u00e1pice de la innovaci\u00f3n, surgen nuevas tecnolog\u00edas y metodolog\u00edas capaces de revolucionar la gesti\u00f3n, optimizar procesos y maximizar resultados corporativos.<\/p>\n\n\n\n<p>Es en este escenario de evoluci\u00f3n constante donde el <strong>Machine Learning:<\/strong> se consolida como una de las herramientas m\u00e1s estrat\u00e9gicas para negocios de todos los sectores.&nbsp;<\/p>\n\n\n\n<p>Comprender c\u00f3mo funciona esta tecnolog\u00eda dej\u00f3 de ser un diferencial y se convirti\u00f3 en un requisito b\u00e1sico para los liderazgos que buscan mantener el alto rendimiento y la competitividad. <strong>Contin\u00faa la lectura y descubre qu\u00e9 es el aprendizaje autom\u00e1tico, sus aplicaciones pr\u00e1cticas y c\u00f3mo puede impulsar el futuro de tu empresa.<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-o-que-e-machine-learning\">\u00bfQu\u00e9 es el Aprendizaje Autom\u00e1tico?<\/h2>\n\n\n\n<p>En una traducci\u00f3n directa, <em>Machine Learning:<\/em> significa <strong>\u201caprendizaje autom\u00e1tico\u201d<\/strong>. Se trata de una sub\u00e1rea de <a href=\"https:\/\/actiosoftware.com\/es\/blog\/la-inteligencia-artificial-ayuda-en-la-estrategia\/\" target=\"_blank\" rel=\"noreferrer noopener\">Inteligencia Artificial<\/a> (IA) que capacita sistemas y programas para identificar patrones, predecir comportamientos y tomar decisiones de forma aut\u00f3noma a partir del procesamiento continuo de datos.<\/p>\n\n\n\n<p>e inspirado en la forma en que el cerebro humano aprende por medio de experiencias y repeticiones, el Machine Learning utiliza algoritmos estad\u00edsticos avanzados para analizar grandes vol\u00famenes de datos (<em>Big Data<\/em>). Por lo tanto, cuanta m\u00e1s informaci\u00f3n procesa el sistema, m\u00e1s refinados, r\u00e1pidos y asertivos se vuelven sus an\u00e1lisis.<\/p>\n\n\n\n<p>Para entender en la pr\u00e1ctica, piense en su rutina digital. Buscadores como Google, plataformas de <em>transmisi\u00f3n en directo<\/em> los algoritmos de redes sociales utilizan el aprendizaje autom\u00e1tico para entender sus preferencias, personalizar recomendaciones y entregar respuestas precisas.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-quais-sao-as-possiveis-aplicacoes-do-machine-learning\">\u00bfCu\u00e1les son las posibles aplicaciones del aprendizaje autom\u00e1tico?<\/h2>\n\n\n\n<p>Mucho m\u00e1s all\u00e1 del entretenimiento y de las b\u00fasquedas en internet, el aprendizaje autom\u00e1tico ha transformado radicalmente la gesti\u00f3n empresarial, ofreciendo predicciones precisas y automatizaciones eficientes para diversas \u00e1reas.<\/p>\n\n\n\n<p>Consulte 5 aplicaciones pr\u00e1cticas del Aprendizaje Autom\u00e1tico en el mercado corporativo:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-gestao-e-otimizacao-de-processos-operacionais\">1. Gesti\u00f3n y optimizaci\u00f3n de procesos operativos<\/h3>\n\n\n\n<p>En el entorno industrial y de servicios, el aprendizaje autom\u00e1tico analiza datos de rendimiento en tiempo real para identificar cuellos de botella operativos, predecir necesidades de mantenimiento preventivo en equipos y optimizar el flujo de producci\u00f3n, evitando paradas y retrabajos.<\/p>\n\n\n\n<p><strong>Lee tambi\u00e9n:<\/strong> <a href=\"https:\/\/actiosoftware.com\/es\/blog\/como-elegir-un-software-para-gestion-de-indicadores\/\" target=\"_blank\" rel=\"noreferrer noopener\">Software para gesti\u00f3n de indicadores<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-marketing-vendas-e-inteligencia-de-mercado\">2. Marketing, ventas e inteligencia de mercado<\/h3>\n\n\n\n<p>Mediante el cruce de datos de comportamiento de los clientes, los algoritmos logran predecir tendencias de consumo.&nbsp;<\/p>\n\n\n\n<p>As\u00ed puede personalizar ofertas en tiempo real, calcular el riesgo de cancelaci\u00f3n de clientes (<em>tasa de abandono<\/em>) y optimizar campa\u00f1as de atracci\u00f3n con mayor Retorno sobre la Inversi\u00f3n (ROI).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-analise-preditiva-e-gestao-de-riscos-financeiros\">3. An\u00e1lisis predictivo y gesti\u00f3n de riesgos financieros<\/h3>\n\n\n\n<p>En el sector financiero y de controlar\u00eda, los sistemas de Aprendizaje Autom\u00e1tico eval\u00faan el historial de transacciones en segundos para detectar fraudes, prever impagos, evaluar riesgos de cr\u00e9dito y apoyar la toma de decisiones de inversi\u00f3n bas\u00e1ndose en modelos estad\u00edsticos s\u00f3lidos.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-4-logistica-e-gestao-da-cadeia-de-suprimentos-supply-chain\">4. Log\u00edstica y gesti\u00f3n de la cadena de suministro (<em>Cadena de suministro<\/em>)<\/h3>\n\n\n\n<p>El aprendizaje autom\u00e1tico permite prever variaciones de demanda de mercado, optimizar la gesti\u00f3n de inventarios y trazar las rutas de transporte m\u00e1s r\u00e1pidas y econ\u00f3micas.&nbsp;<\/p>\n\n\n\n<p>De esta forma, es posible reducir dr\u00e1sticamente los costos de combustible y el tiempo de entrega.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-5-recursos-humanos-e-analise-de-pessoas-people-analytics\">5. Recursos humanos y an\u00e1lisis de personas<em>People Analytics<\/em>)<\/h3>\n\n\n\n<p>En recursos humanos, la tecnolog\u00eda ayuda en la selecci\u00f3n inteligente de talento, identifica patrones de productividad, mapea necesidades de capacitaci\u00f3n y prev\u00e9 la rotaci\u00f3n de empleados (<em>rotaci\u00f3n.<\/em>), apoyando acciones preventivas de retenci\u00f3n.<\/p>\n\n\n\n<p><strong>Relacionado:<\/strong> <a href=\"https:\/\/actiosoftware.com\/es\/blog\/conoce-la-diferencia-entre-gestion-de-personas-y-gestion-de-rh\/\" target=\"_blank\" rel=\"noreferrer noopener\">Gesti\u00f3n de Personas y Gesti\u00f3n de RRHH<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-como-aplicar-o-machine-learning-na-sua-empresa\">\u00bfC\u00f3mo aplicar el aprendizaje autom\u00e1tico en su empresa?<\/h2>\n\n\n\n<p>Adoptar el aprendizaje autom\u00e1tico exige m\u00e1s que simplemente contratar nuevas herramientas tecnol\u00f3gicas. Al fin y al cabo, requiere <a href=\"https:\/\/actiosoftware.com\/es\/blog\/descubre-como-elaborar-un-plan-estrategico-eficaz\/\" target=\"_blank\" rel=\"noreferrer noopener\">planificaci\u00f3n estrat\u00e9gica<\/a>, gobernanza de datos y claridad sobre los objetivos del negocio.<\/p>\n\n\n\n<p>Consultar <strong>3 consejos pr\u00e1cticos<\/strong> para estructurar esta implementaci\u00f3n:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-1-organize-e-estruture-a-base-de-dados-do-seu-negocio\">1. Organice y estructure la base de datos de su negocio<\/h3>\n\n\n\n<p>El aprendizaje autom\u00e1tico depende de la calidad de los datos proporcionados para generar resultados confiables.&nbsp;<\/p>\n\n\n\n<p>Por eso, antes de implementar cualquier algoritmo, limpie, estandarice y centralice los datos operativos y financieros de su empresa, eliminando la informaci\u00f3n duplicada u obsoleta.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-2-comece-com-projetos-piloto-focados-em-gargalos-especificos\">2. Comience con proyectos piloto centrados en cuellos de botella espec\u00edficos<\/h3>\n\n\n\n<p>No intentes automatizar toda la empresa de una sola vez. Elige un problema operacional o estrat\u00e9gico bien definido, como la reducci\u00f3n del tiempo de atenci\u00f3n al cliente o la previsi\u00f3n de la demanda de ventas, para validar el modelo de Machine Learning, medir el retorno y ajustar el rumbo.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-3-integre-a-tecnologia-a-um-sistema-de-gestao-orientado-a-kpis\">3. Integre la tecnolog\u00eda a un sistema de gesti\u00f3n orientado a KPI<\/h3>\n\n\n\n<p>Algoritmos e inteligencias artificiales generan rutinariamente grandes vol\u00famenes de <em>perspicacias<\/em>. Y para que estos datos se conviertan en resultados pr\u00e1cticos, es fundamental contar con un software de gesti\u00f3n estrat\u00e9gica capaz de traducir previsiones en metas y <a href=\"https:\/\/actiosoftware.com\/es\/blog\/la-importancia-del-plan-de-accion-para-consolidar-la-gestion-estrategica\/\" target=\"_blank\" rel=\"noreferrer noopener\">planes de acci\u00f3n<\/a> monitoreables para todo el equipo.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-a-importancia-do-machine-learning-para-o-futuro-das-empresas\">La importancia del Aprendizaje Autom\u00e1tico para el futuro de las empresas<\/h2>\n\n\n\n<p>En el entorno empresarial actual, el factor m\u00e1s valioso es el tiempo. Y los liderazgos que dependen de an\u00e1lisis manuales e informes lentos pierden agilidad y se quedan atr\u00e1s en la toma de decisiones estrat\u00e9gicas.<\/p>\n\n\n\n<p>La verdadera importancia del Aprendizaje Autom\u00e1tico para el futuro, por lo tanto, radica en <strong>autonom\u00eda y previsibilidad<\/strong>. Al fin y al cabo, al delegar el procesamiento masivo de datos a sistemas inteligentes, su empresa no solo ahorra recursos y tiempo, sino que gana la capacidad de anticipar movimientos del mercado, mitigar riesgos operativos y entregar mayor valor al cliente final.<\/p>\n\n\n\n<p>Preparar su organizaci\u00f3n hoy con tecnolog\u00edas de alto rendimiento es el \u00fanico camino para garantizar el crecimiento sostenible ma\u00f1ana.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-eleve-a-performance-da-sua-gestao-com-a-actio\">\u00a1Eleve el rendimiento de su gesti\u00f3n con Actio!<\/h2>\n\n\n\n<p>Implementar innovaciones tecnol\u00f3gicas y tomar decisiones acertadas exige visibilidad total sobre el desempe\u00f1o de su negocio. Y sin indicadores bien estructurados y seguimiento en tiempo real, incluso los mejores datos pueden perderse en el d\u00eda a d\u00eda.<\/p>\n\n\n\n<p>A <strong>Actio<\/strong> opera en el mercado entregando soluciones expertas de gesti\u00f3n basadas en rendimiento, personas y procesos. As\u00ed, con el <strong>Actio Gesti\u00f3n Estrat\u00e9gica<\/strong>, su empresa centraliza los indicadores clave de rendimiento, automatiza los planes de acci\u00f3n y alinea el uso de tecnolog\u00edas predictivas con los objetivos estrat\u00e9gicos de la organizaci\u00f3n.<\/p>\n\n\n\n<p>\u00bfQuiere optimizar sus procesos y preparar su empresa para el futuro de la gesti\u00f3n? <strong>P\u00f3ngase en contacto con los expertos de Actio<\/strong> \u00a1Y conoce nuestras soluciones!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-perguntas-frequentes-sobre-machine-learning\">Preguntas frecuentes sobre el aprendizaje autom\u00e1tico<\/h2>\n\n\n\n<p>Consulte a continuaci\u00f3n algunas de las preguntas m\u00e1s comunes sobre el tema:<\/p>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1786474006432\"><strong class=\"schema-faq-question\"><strong>\u00bfEl aprendizaje autom\u00e1tico sustituir\u00e1 a los gestores en la toma de decisiones?\u00a0<\/strong><\/strong> <p class=\"schema-faq-answer\">No. El aprendizaje autom\u00e1tico act\u00faa como una herramienta de apoyo a la toma de decisiones (<strong>Inteligencia de Negocios Predictiva<\/strong>). Por lo tanto, procesa vol\u00famenes masivos de datos y genera escenarios con velocidad y precisi\u00f3n inmensas, pero corresponde a los liderazgos humanos evaluar el contexto del negocio, la \u00e9tica, la cultura organizacional y la estrategia final antes de actuar.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1786474019729\"><strong class=\"schema-faq-question\"><strong>\u00bfPueden las peque\u00f1as y medianas empresas (Pymes) utilizar el aprendizaje autom\u00e1tico?\u00a0<\/strong><\/strong> <p class=\"schema-faq-answer\">S\u00ed. Actualmente, el aprendizaje autom\u00e1tico no exige el desarrollo de algoritmos desde cero o inversiones millonarias en infraestructura. Es decir, las PYMES pueden adoptar soluciones en el modelo SaaS (<em>Software como Servicio<\/em>) que ya traen recursos predictivos e inteligencia artificial integrados en la gesti\u00f3n de ventas, marketing, recursos humanos y finanzas.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1786474032360\"><strong class=\"schema-faq-question\"><strong>C\u00f3mo medir el Retorno sobre la Inversi\u00f3n (ROI) de un proyecto de aprendizaje autom\u00e1tico\u00a0<\/strong><\/strong> <p class=\"schema-faq-answer\">El ROI se mide comparando el costo de implementaci\u00f3n y mantenimiento del sistema con las ganancias financieras u operacionales generadas. Ejemplos de m\u00e9tricas incluyen: tiempo ahorrado en procesos manuales, reducci\u00f3n en la tasa de errores operacionales, aumento en la conversi\u00f3n de ventas y ahorro generado por mantenimientos preventivos.<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>Ven con Actio y comprende c\u00f3mo el aprendizaje autom\u00e1tico puede impactar el futuro empresarial!<\/p>","protected":false},"author":20,"featured_media":25351,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[717],"tags":[],"Idioma-posts":[1169,1168,1167],"class_list":["post-25349","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-gestao-de-pessoas","idioma-posts-espanhol","idioma-posts-ingles","idioma-posts-portugues"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Machine learning: entenda o que \u00e9 e suas aplica\u00e7\u00f5es!<\/title>\n<meta name=\"description\" content=\"Voc\u00ea j\u00e1 ouviu falar em machine learning, tecnologia muito usada no meio digital e que pode trazer dados relevantes para o seu neg\u00f3cio? 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O Machine Learning atua como uma ferramenta de apoio decis\u00f3rio (<strong>Business Intelligence preditivo<\/strong>). Sendo assim, ele processa volumes massivos de dados e gera cen\u00e1rios com velocidade e precis\u00e3o imensas, mas cabe \u00e0s lideran\u00e7as humanas avaliar o contexto do neg\u00f3cio, a \u00e9tica, a cultura organizacional e a estrat\u00e9gia final antes de agir.","inLanguage":"es"},"inLanguage":"es"},{"@type":"Question","@id":"https:\/\/actiosoftware.com\/blog\/o-que-e-machine-learning-e-qual-sua-importancia-para-o-futuro\/#faq-question-1786474019729","position":2,"url":"https:\/\/actiosoftware.com\/blog\/o-que-e-machine-learning-e-qual-sua-importancia-para-o-futuro\/#faq-question-1786474019729","name":"\u00bfPueden las peque\u00f1as y medianas empresas (Pymes) utilizar el aprendizaje autom\u00e1tico?\u00a0","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Sim. Atualmente, o machine learning n\u00e3o exige o desenvolvimento de algoritmos do zero ou investimentos milion\u00e1rios em infraestrutura. Ou seja, PMEs podem adotar solu\u00e7\u00f5es no modelo SaaS (<em>Software as a Service<\/em>) que j\u00e1 trazem recursos preditivos e intelig\u00eancia artificial integrados \u00e0 gest\u00e3o de vendas, marketing, RH e finan\u00e7as.","inLanguage":"es"},"inLanguage":"es"},{"@type":"Question","@id":"https:\/\/actiosoftware.com\/blog\/o-que-e-machine-learning-e-qual-sua-importancia-para-o-futuro\/#faq-question-1786474032360","position":3,"url":"https:\/\/actiosoftware.com\/blog\/o-que-e-machine-learning-e-qual-sua-importancia-para-o-futuro\/#faq-question-1786474032360","name":"C\u00f3mo medir el Retorno sobre la Inversi\u00f3n (ROI) de un proyecto de aprendizaje autom\u00e1tico\u00a0","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"O ROI \u00e9 mensurado comparando o custo de implementa\u00e7\u00e3o e manuten\u00e7\u00e3o do sistema com os ganhos financeiros ou operacionais gerados. Exemplos de m\u00e9tricas incluem: tempo economizado em processos manuais, redu\u00e7\u00e3o na taxa de erros operacionais, aumento na convers\u00e3o de vendas e economia gerada por manuten\u00e7\u00f5es preventivas.","inLanguage":"es"},"inLanguage":"es"}]}},"_links":{"self":[{"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/posts\/25349","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/comments?post=25349"}],"version-history":[{"count":2,"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/posts\/25349\/revisions"}],"predecessor-version":[{"id":74245,"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/posts\/25349\/revisions\/74245"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/media\/25351"}],"wp:attachment":[{"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/media?parent=25349"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/categories?post=25349"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/tags?post=25349"},{"taxonomy":"idioma-posts","embeddable":true,"href":"https:\/\/actiosoftware.com\/es\/wp-json\/wp\/v2\/Idioma-posts?post=25349"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}