{"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\/pt\/capella-ai-services-build-enterprise-grade-agents\/","title":{"rendered":"Servi\u00e7os de IA da Capella: Construa Agentes de N\u00edvel Empresarial"},"content":{"rendered":"<h2 class=\"wp-block-heading\"><span>Agentes de IA Prontos para Produ\u00e7\u00e3o<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Criar aplica\u00e7\u00f5es de IA aut\u00f4nomas capazes de tomar decis\u00f5es reais de neg\u00f3cios \u00e9 uma tarefa complexa. Os desenvolvedores frequentemente se veem malabarizando com v\u00e1rias ferramentas disparatadas para gerenciar diferentes tipos de dados, garantir a privacidade dos dados e manter o controle sobre uma pilha de IA em r\u00e1pida evolu\u00e7\u00e3o. Essa fragmenta\u00e7\u00e3o cria riscos operacionais e financeiros significativos, al\u00e9m de complexidade arquitet\u00f4nica, mantendo aplica\u00e7\u00f5es de IA poderosas estagnadas na fase de prot\u00f3tipo.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Hoje, temos o prazer de anunciar a disponibilidade dos Servi\u00e7os de IA do Capella, um conjunto de recursos que expandem nossa plataforma de banco de dados e foram projetados para resolver esses desafios. O Capella com os Servi\u00e7os de IA cria uma \u00fanica plataforma de banco de dados de IA unificada, permitindo que as empresas criem, implantem e governem aplicativos de IA ag\u00eantica com a seguran\u00e7a, o desempenho e a confiabilidade necess\u00e1rios para ambientes de produ\u00e7\u00e3o. Ao integrar gerenciamento de dados, integra\u00e7\u00e3o de modelos, opera\u00e7\u00f5es ag\u00eanticas e governan\u00e7a em nossa plataforma de banco de dados principal, o Couchbase simplifica todo o ciclo de vida dos dados de aplicativos de IA.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Esta publica\u00e7\u00e3o explorar\u00e1 como os Capella AI Services capacitam voc\u00ea a ir al\u00e9m da experimenta\u00e7\u00e3o e implantar agentes inteligentes e confi\u00e1veis em escala.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Da Experi\u00eancia \u00e0 Empresa: Uma Plataforma de Banco de Dados Unificada para IA<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Os desenvolvedores lutam para colocar aplica\u00e7\u00f5es de agentes em produ\u00e7\u00e3o por v\u00e1rios motivos. Preocupa\u00e7\u00f5es com privacidade com LLMs de terceiros, alucina\u00e7\u00f5es de modelos de uso geral que carecem de contexto empresarial, os custos misteriosos de executar modelos em produ\u00e7\u00e3o e a enorme complexidade de gerenciar ferramentas de IA s\u00e3o desafios que se acumulam. Al\u00e9m disso, integrar diversos reposit\u00f3rios de conhecimento, tipos de dados e dados n\u00e3o estruturados em v\u00e1rios sistemas \u00e9 um obst\u00e1culo importante para oferecer informa\u00e7\u00f5es de contexto utiliz\u00e1veis aos modelos.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>O Couchbase resolve esses problemas com uma plataforma unificada que lida com dados operacionais, vetoriais, de cache, anal\u00edticos e de governan\u00e7a de agentes de uma s\u00f3 vez e em escala. Essa abordagem elimina a necessidade de arquiteturas fragmentadas, fr\u00e1geis e caras, com mais ferramentas do que voc\u00ea consegue contar usando ambas as m\u00e3os. Os benef\u00edcios incluem lat\u00eancia reduzida, maior confiabilidade do sistema, um ciclo de vida de dados de Gera\u00e7\u00e3o Aumentada por Recupera\u00e7\u00e3o (RAG) simplificado, melhor governan\u00e7a de agentes e maior transpar\u00eancia de custos.\u00a0<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Tudo o que os desenvolvedores precisam em um s\u00f3 lugar<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Os servi\u00e7os Capella AI fornecem um conjunto completo de ferramentas para simplificar e acelerar o desenvolvimento de aplica\u00e7\u00f5es ag\u00eanticas. Vamos analisar os principais componentes que tornam isso poss\u00edvel.<\/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>Servi\u00e7o de Modelo<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>A seguran\u00e7a e o desempenho s\u00e3o fundamentais ao implantar modelos de IA. Nosso Servi\u00e7o de Modelo permite a implanta\u00e7\u00e3o segura de modelos de incorpora\u00e7\u00e3o (embedding) e grandes modelos de linguagem (LLMs). Por meio de nossa parceria com o NVIDIA AI Enterprise, voc\u00ea pode aproveitar a infer\u00eancia de baixa lat\u00eancia acelerada por GPU que mant\u00e9m os modelos localizados junto aos seus dados. Essa arquitetura minimiza a exposi\u00e7\u00e3o de seguran\u00e7a e maximiza o desempenho. Al\u00e9m disso, nossas op\u00e7\u00f5es integradas de cache sem\u00e2ntico e processamento ass\u00edncrono melhoram o desempenho e a efici\u00eancia do LLM. As implanta\u00e7\u00f5es tamb\u00e9m s\u00e3o simplificadas com apenas alguns cliques. Adicionalmente, os desenvolvedores podem criar \u201cbarreiras de prote\u00e7\u00e3o\u201d (guardrails) em torno das intera\u00e7\u00f5es de IA, verificando as sa\u00eddas em rela\u00e7\u00e3o aos dados corporativos e \u00e0s regras de neg\u00f3cios antes que qualquer a\u00e7\u00e3o subsequente seja executada, reduzindo os riscos de comportamentos 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>Servi\u00e7o de Processamento de Dados<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>A prepara\u00e7\u00e3o de dados empresariais contextuais para intera\u00e7\u00f5es de IA costuma ser complexa. O Servi\u00e7o de Processamento de Dados oferece suporte nativo a dados estruturados, semiestruturados e n\u00e3o estruturados. Ele inclui recursos integrados de pipeline de RAG para pr\u00e9-processamento, divis\u00e3o em partes e vetoriza\u00e7\u00e3o, removendo uma camada significativa de complexidade do seu fluxo de trabalho de desenvolvimento. As equipes n\u00e3o precisam mais escrever e manter c\u00f3digo personalizado para ingest\u00e3o de dados. Agora, isso pode ser automatizado em 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>Respostas de IA contextualmente precisas dependem de uma busca vetorial eficaz. Nosso Servi\u00e7o de Vetoriza\u00e7\u00e3o automatiza a cria\u00e7\u00e3o de vetores e seus \u00edndices diretamente a partir dos seus dados operacionais, garantindo que seus agentes de IA tenham acesso r\u00e1pido \u00e0s informa\u00e7\u00f5es certas. \u00c0 medida que os dados mudam, os vetores e \u00edndices s\u00e3o atualizados automaticamente. Oferecemos tr\u00eas estilos de indexa\u00e7\u00e3o vetorial para dar suporte a uma variedade de casos de uso de RAG e baseados em agentes.\u00a0<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span>O \u00cdndice de Vetores de Busca \u00e9 usado quando os vetores s\u00e3o inclu\u00eddos embutidos em uma consulta que cont\u00e9m outros predicados, como palavras-chave de busca ou coordenadas geogr\u00e1ficas.\u00a0<\/span><\/li>\n\n\n<li><span>O \u00cdndice Vetorial Composto \u00e9 \u00fatil quando seus desenvolvedores controlam todas as vari\u00e1veis de prompt e contexto.\u00a0<\/span><\/li>\n\n\n<li><span>O Hyperscale Vector Index \u00e9 um \u00edndice de vetores de escala bilion\u00e1ria e recordista para dar suporte a amplos casos de uso, como chatbots de conhecimento onde as perguntas de prompt s\u00e3o dif\u00edceis de antecipar e, portanto, um vasto corpus de dados contextuais deve ser vetorizado.\u00a0\u00a0<\/span><\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Estes tr\u00eas recursos de indexa\u00e7\u00e3o vetorial j\u00e1 v\u00eam integrados no banco de dados Couchbase e podem ser utilizados com Servi\u00e7os 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>A governan\u00e7a \u00e9 fundamental para construir uma IA confi\u00e1vel. O Cat\u00e1logo de Agentes oferece um Hub de Ferramentas, um Hub de Prompts e um Rastreador de Agentes para tornar os agentes mais f\u00e1ceis de construir e de gerenciar. Esses recursos fornecem visibilidade, controle e rastreabilidade para o desenvolvimento e implanta\u00e7\u00e3o de agentes. Suas equipes podem criar agentes com confian\u00e7a, sabendo que eles podem ser auditados e gerenciados com efic\u00e1cia.\u00a0\u00a0<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Sem a capacidade de rastrear retroativamente o comportamento do agente, torna-se imposs\u00edvel automatizar a confian\u00e7a cont\u00ednua, a valida\u00e7\u00e3o e acorrobora\u00e7\u00e3o das decis\u00f5es aut\u00f4nomas tomadas pelos agentes. No Cat\u00e1logo de Agentes, isso \u00e9 realizado avaliando tanto o c\u00f3digo ag\u00eantico quanto a transcri\u00e7\u00e3o de sua conversa com o seu LLM para avaliar a adequa\u00e7\u00e3o de sua decis\u00e3o pendente ou consulta de ferramenta 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>Fun\u00e7\u00f5es de IA<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>A incorpora\u00e7\u00e3o de an\u00e1lises de texto impulsionadas por IA diretamente nos fluxos de trabalho do seu aplicativo acelera a produtividade do desenvolvedor. Nossas fun\u00e7\u00f5es de IA funcionam usando instru\u00e7\u00f5es SQL++ simples e eliminam a necessidade de ferramentas externas e c\u00f3digo personalizado. Voc\u00ea pode realizar transforma\u00e7\u00f5es, executar an\u00e1lises complexas e obter insights sobre conversas de LLM usando constru\u00e7\u00f5es de linguagem de consulta familiares, diretamente dentro do banco de dados.<\/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>Construindo Confian\u00e7a em Cada Intera\u00e7\u00e3o de IA<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Para que as organiza\u00e7\u00f5es implementem agentes aut\u00f4nomos, elas precisam ter a garantia de que esses agentes tomar\u00e3o decis\u00f5es confi\u00e1veis com dados confidenciais. Os servi\u00e7os Capella AI s\u00e3o criados para ajudar as organiza\u00e7\u00f5es a desenvolverem GenAI confi\u00e1vel em escala. Nosso cat\u00e1logo de agentes permite que voc\u00ea implante agentes de IA com confian\u00e7a, sabendo que intera\u00e7\u00f5es detalhadas podem ser rastreadas e auditadas. Ao manter seus dados e modelos dentro do seu ambiente, voc\u00ea mant\u00e9m controle total sobre suas informa\u00e7\u00f5es mais confidenciais, ao mesmo tempo em que aproveita o poder da intelig\u00eancia artificial generativa.<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span>Introdu\u00e7\u00e3o ao Capella e Servi\u00e7os de IA<\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span>O caminho de um prot\u00f3tipo de IA at\u00e9 uma aplica\u00e7\u00e3o ag\u00eantica pronta para produ\u00e7\u00e3o n\u00e3o precisa mais ser uma jornada complexa e fragmentada. O Couchbase Capella fornece uma plataforma unificada, segura e de alto desempenho para construir a pr\u00f3xima gera\u00e7\u00e3o de aplica\u00e7\u00f5es inteligentes. Ao simplificar o ciclo de vida de desenvolvimento de IA e integrar recursos poderosos de governan\u00e7a, capacitamos voc\u00ea a inovar mais r\u00e1pido e implantar IA com confian\u00e7a.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Explore a documenta\u00e7\u00e3o e veja como voc\u00ea pode come\u00e7ar a criar aplicativos ag\u00eanticos de produ\u00e7\u00e3o em uma plataforma projetada para as demandas da GenAI.<\/span><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><span>Confira estes recursos relacionados:<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/pt\/products\/ai-services\/\"><span>P\u00e1gina de Servi\u00e7os de IA<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/pt\/products\/capella\/\"><span>P\u00e1gina do Couchbase Capella<\/span><\/a><span>\u00a0<\/span><\/li>\n\n\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/pt\/products\/vector-search\/\"><span>P\u00e1gina de Pesquisa Vetorial<\/span><\/a><\/li>\n\n\n<li><a href=\"https:\/\/docs.couchbase.com\/ai\/get-started\/intro.html\"><span>Documenta\u00e7\u00e3o: Servi\u00e7os 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":""},"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 v28.3 (Yoast SEO v28.3) - 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\/pt\/capella-ai-services-build-enterprise-grade-agents\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\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. 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