{"id":5049,"date":"2025-12-10T05:30:35","date_gmt":"2025-12-10T13:30:35","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/capella-ai-services-build-enterprise-grade-agents\/"},"modified":"2025-12-10T05:30:35","modified_gmt":"2025-12-10T13:30:35","slug":"capella-ai-services-build-enterprise-grade-agents","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/es\/capella-ai-services-build-enterprise-grade-agents\/","title":{"rendered":"Servicios de IA Capella: Cree agentes de nivel empresarial"},"content":{"rendered":"<h2 class=\"wp-block-heading\"><span>Agentes de IA listos para producci\u00f3n<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Desarrollar aplicaciones de IA ag\u00e9ntica capaces de tomar decisiones comerciales reales es una tarea compleja. A menudo, los desarrolladores se encuentran haciendo malabares con m\u00faltiples herramientas dispares para gestionar diferentes tipos de datos, garantizar la privacidad de los mismos y mantener el control sobre una pila de IA que evoluciona r\u00e1pidamente. Esta fragmentaci\u00f3n genera un riesgo operativo y financiero significativo, adem\u00e1s de complejidad arquitect\u00f3nica, lo que mantiene a las potentes aplicaciones de IA estancadas en la fase de prototipo.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Hoy nos emociona anunciar la disponibilidad de Capella AI Services, un conjunto de capacidades que ampl\u00edan nuestra plataforma de bases de datos y est\u00e1n dise\u00f1adas para resolver estos desaf\u00edos. Capella con AI Services crea una \u00fanica plataforma de base de datos de IA unificada que permite a las empresas crear, implementar y gobernar aplicaciones de IA ag\u00e9ntica con la seguridad, el rendimiento y la confiabilidad necesarios para los entornos de producci\u00f3n. Al integrar la gesti\u00f3n de datos, la integraci\u00f3n de modelos, las operaciones ag\u00e9nticas y la gobernanza dentro de nuestra plataforma de base de datos principal, Couchbase optimiza todo el ciclo de vida de los datos de las aplicaciones de IA.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Esta publicaci\u00f3n explorar\u00e1 c\u00f3mo Capella AI Services le permiten ir m\u00e1s all\u00e1 de la experimentaci\u00f3n e implementar agentes inteligentes y confiables a gran escala.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Del experimento a la empresa: una plataforma de bases de datos unificada para la IA<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Los desarrolladores batallan para llevar aplicaciones ag\u00e9nticas a producci\u00f3n por varias razones. Las preocupaciones de privacidad con LLM de terceros, las alucinaciones de modelos de prop\u00f3sito general que carecen de contexto empresarial, los costos misteriosos de ejecutar modelos en producci\u00f3n y la absoluta complejidad de gestionar herramientas de IA son desaf\u00edos que se agravan. Asimismo, integrar diversos almacenes de conocimiento, tipos de datos y datos no estructurados en m\u00faltiples sistemas es un obst\u00e1culo importante para ofrecer informaci\u00f3n de contexto \u00fatil a los modelos.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Couchbase aborda estos problemas con una plataforma unificada que gestiona datos operativos, vectoriales, de cach\u00e9, anal\u00edticos y de gobernanza de agentes de forma simult\u00e1nea y a escala. Este enfoque elimina la necesidad de arquitecturas fragmentadas, fr\u00e1giles y costosas con m\u00e1s herramientas de las que se pueden contar con ambas manos. Los beneficios incluyen una latencia reducida, una confiabilidad del sistema mejorada, un ciclo de vida de los datos de Generaci\u00f3n Aumentada por Recuperaci\u00f3n (RAG) optimizado, una gobernanza de agentes mejorada y una mejor transparencia de costos.\u00a0<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Todo lo que los desarrolladores necesitan en un solo lugar<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Los servicios de Capella AI proporcionan un conjunto de herramientas completo para simplificar y acelerar el desarrollo de aplicaciones ag\u00e9nticas. Veamos los componentes principales que hacen esto posible.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/5\/2026\/05\/Screenshot-2025-12-08-at-10.27.10-AM.png\" alt=\"\" width=\"1284\" height=\"708\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Servicio de modelo<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>La seguridad y el rendimiento son fundamentales al implementar modelos de IA. Nuestro Servicio de Modelos permite la implementaci\u00f3n segura de modelos de incrustaci\u00f3n y de lenguaje a gran escala. A trav\u00e9s de nuestra alianza con NVIDIA AI Enterprise, puedes aprovechar la inferencia acelerada por GPU y de baja latencia, que mantiene los modelos ubicados junto a tus datos. Esta arquitectura minimiza los riesgos de seguridad y maximiza el rendimiento. Adem\u00e1s, nuestras opciones integradas de almacenamiento en cach\u00e9 sem\u00e1ntico y procesamiento as\u00edncrono mejoran el rendimiento y la eficiencia del modelo de lenguaje grande (LLM). Las implementaciones tambi\u00e9n se agilizan con solo unos pocos clics. Asimismo, los desarrolladores pueden crear \u201cbarreras de protecci\u00f3n\u201d en torno a las interacciones de IA, verificando los resultados contra los datos corporativos y las reglas de negocio antes de que se ejecute cualquier acci\u00f3n posterior, lo que reduce los riesgos de comportamientos inesperados.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/5\/2026\/05\/Screenshot-2025-12-05-at-3.25.45-PM.png\" alt=\"\" width=\"1112\" height=\"584\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Servicio de procesamiento de datos<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Preparar datos empresariales contextuales para interacciones de IA suele ser complejo. El Servicio de Procesamiento de Datos ofrece compatibilidad nativa con datos estructurados, semiestructurados y no estructurados. Incluye capacidades integradas de canalizaci\u00f3n de RAG para el preprocesamiento, la divisi\u00f3n en fragmentos y la vectorizaci\u00f3n, lo que elimina una capa significativa de complejidad de su flujo de trabajo de desarrollo. Los equipos ya no necesitan escribir y mantener c\u00f3digo personalizado para la ingesta de datos. Ahora se puede automatizar en minutos.\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/5\/2026\/05\/Screenshot-2025-12-05-at-3.26.39-PM.png\" alt=\"\" width=\"1094\" height=\"528\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Las respuestas de IA contextualmente precisas dependen de una b\u00fasqueda vectorial eficaz. Nuestro Servicio de Vectorizaci\u00f3n automatiza la creaci\u00f3n de vectores y sus \u00edndices directamente a partir de sus datos operativos, lo que garantiza que sus agentes de IA tengan acceso r\u00e1pido a la informaci\u00f3n correcta. A medida que los datos cambian, los vectores y los \u00edndices se actualizan autom\u00e1ticamente. Ofrecemos tres estilos de indexaci\u00f3n vectorial para admitir una variedad de casos de uso de RAG y de agentes.\u00a0<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span>El \u00edndice de vectores de b\u00fasqueda se utiliza cuando se incluyen vectores directamente en una consulta que contiene otros predicados, como palabras clave de b\u00fasqueda o coordenadas geogr\u00e1ficas.\u00a0<\/span><\/li>\n\n\n<li><span>El \u00cdndice Vectorial Compuesto es \u00fatil cuando sus desarrolladores controlan todas las variables de los mensajes y del contexto.\u00a0<\/span><\/li>\n\n\n<li><span>El \u00cdndice de Vectores Hiperescala es un \u00edndice de vectores a escala de miles de millones que establece r\u00e9cords para admitir una amplia gama de casos de uso, como los chatbots de conocimiento donde las preguntas de los mensajes son dif\u00edciles de anticipar y, por lo tanto, es necesario vectorizar un corpus gigante de datos contextuales.\u00a0\u00a0<\/span><\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Estas tres caracter\u00edsticas de indexaci\u00f3n de vectores ya est\u00e1n integradas en la base de datos de Couchbase y se pueden utilizar con servicios de IA.\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/5\/2026\/05\/Screenshot-2025-12-05-at-3.30.59-PM.png\" alt=\"\" width=\"1072\" height=\"574\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Cat\u00e1logo de agentes<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>La gobernanza es clave para crear IA confiable. El Cat\u00e1logo de Agentes ofrece un Centro de Herramientas, un Centro de Prompts y un Rastreador de Agentes para que los agentes sean m\u00e1s f\u00e1ciles de construir y de administrar. Estas caracter\u00edsticas brindan visibilidad, control y trazabilidad para el desarrollo y la implementaci\u00f3n de agentes. Sus equipos pueden crear agentes con confianza, sabiendo que pueden ser auditados y administrados de manera efectiva.\u00a0\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Sin la capacidad de rastrear hacia atr\u00e1s el comportamiento de los agentes, se vuelve imposible automatizar la confianza continua, la validaci\u00f3n y la corroboraci\u00f3n de las decisiones aut\u00f3nomas tomadas por los agentes. En el Cat\u00e1logo de Agentes, esto se realiza evaluando tanto el c\u00f3digo ag\u00e9ntico como su transcripci\u00f3n de conversaci\u00f3n con su LLM para evaluar lo adecuado de su decisi\u00f3n pendiente o b\u00fasqueda de herramientas MCP.\u00a0\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/5\/2026\/05\/Screenshot-2025-12-05-at-3.32.50-PM.png\" alt=\"\" width=\"1096\" height=\"490\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Funciones de IA<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Integrar el an\u00e1lisis de texto impulsado por IA directamente en los flujos de trabajo de sus aplicaciones acelera la productividad de los desarrolladores. Nuestras funciones de IA funcionan mediante el uso de declaraciones SQL++ simples y eliminan la necesidad de herramientas externas y c\u00f3digo personalizado. Puede realizar transformaciones, ejecutar an\u00e1lisis complejos y obtener informaci\u00f3n sobre las conversaciones de LLM utilizando construcciones de lenguaje de consulta familiares, directamente dentro de la base de datos.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/5\/2026\/05\/Screenshot-2025-12-05-at-3.33.54-PM.png\" alt=\"\" width=\"976\" height=\"654\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Generar confianza en cada interacci\u00f3n con la inteligencia artificial<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Para que las organizaciones implementen agentes aut\u00f3nomos, necesitan la garant\u00eda de que estos agentes tomar\u00e1n decisiones confiables con datos confidenciales. Los servicios de Capella AI est\u00e1n dise\u00f1ados para ayudar a las organizaciones a crear IA generativa confiable a escala. Nuestro cat\u00e1logo de agentes le permite implementar agentes de inteligencia artificial con confianza, sabiendo que las interacciones detalladas se pueden rastrear y auditar. Al mantener sus datos y modelos dentro de su entorno, usted mantiene un control total sobre su informaci\u00f3n m\u00e1s confidencial sin dejar de aprovechar el poder de la inteligencia artificial generativa.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Comience con Capella y los servicios de IA<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>El camino desde un prototipo de IA hasta una aplicaci\u00f3n ag\u00e9ntica lista para producci\u00f3n ya no necesita ser un recorrido complejo y fragmentado. Couchbase Capella proporciona una plataforma unificada, segura y de alto rendimiento para construir la pr\u00f3xima generaci\u00f3n de aplicaciones inteligentes. Al simplificar el ciclo de vida del desarrollo de IA e integrar potentes capacidades de gobernanza, le permitimos innovar m\u00e1s r\u00e1pido e implementar IA con confianza.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Explora la documentaci\u00f3n y descubre c\u00f3mo puedes empezar a crear aplicaciones de agentes listas para producci\u00f3n en una plataforma dise\u00f1ada para las exigencias de la GenAI.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Consulta estos recursos relacionados:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/es\/products\/ai-services\/\"><span>P\u00e1gina de Servicios de IA<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/es\/products\/capella\/\"><span>P\u00e1gina de Couchbase Capella<\/span><\/a><span>\u00a0<\/span><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/es\/products\/vector-search\/\"><span>P\u00e1gina de b\u00fasqueda vectorial<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/docs.couchbase.com\/ai\/get-started\/intro.html\"><span>Documentaci\u00f3n: Servicios de IA<\/span><\/a><span>\u00a0<\/span><\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u00a0<\/p>","protected":false},"excerpt":{"rendered":"<p>Production-Ready AI Agents Building agentic AI applications that can make real business decisions is a complex undertaking. Developers often find themselves juggling multiple disparate tools to manage different data types, ensure data privacy, and maintain control over a rapidly evolving AI stack. This fragmentation creates significant operational and financial risk and architectural complexity, keeping powerful [&hellip;]<\/p>\n","protected":false},"author":77912,"featured_media":5046,"comment_status":"open","ping_status":"open","sticky":true,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_acf":"","footnotes":"","_ppma_block_editor_authors":""},"categories":[920,598],"tags":[],"ppma_author":[513],"class_list":["post-5049","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-agentic-ai-apps","category-artificial-intelligence-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.6 (Yoast SEO v28.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Capella AI Services: Build Enterprise-Grade Agents - The Couchbase Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.couchbase.com\/blog\/es\/capella-ai-services-build-enterprise-grade-agents\/\" \/>\n<meta property=\"og:locale\" content=\"es_MX\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Capella AI Services: Build Enterprise-Grade Agents\" \/>\n<meta property=\"og:description\" content=\"Production-Ready AI Agents Building agentic AI applications that can make real business decisions is a complex undertaking. Developers often find themselves juggling multiple disparate tools to manage different data types, ensure data privacy, and maintain control over a rapidly evolving AI stack. 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