{"id":2413,"date":"2025-10-06T12:44:18","date_gmt":"2025-10-06T12:44:18","guid":{"rendered":"https:\/\/nuno.digital\/produtos-de-ia-agentic-como-os-llms-transformam-funcionalidades-em-agentes-autonomos\/"},"modified":"2025-10-31T23:38:27","modified_gmt":"2025-10-31T23:38:27","slug":"produtos-de-ia-agentic-como-os-llms-transformam-funcionalidades-em-agentes-autonomos","status":"publish","type":"post","link":"https:\/\/nuno.digital\/pt-pt\/produtos-de-ia-agentic-como-os-llms-transformam-funcionalidades-em-agentes-autonomos\/","title":{"rendered":"Produtos de IA agentic: como os LLMs transformam funcionalidades em agentes aut\u00f3nomos"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2413\" class=\"elementor elementor-2413 elementor-1799\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6683cc84 e-flex e-con-boxed e-con e-parent\" data-id=\"6683cc84\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5cdf2a8e elementor-widget elementor-widget-heading\" data-id=\"5cdf2a8e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Introdu\u00e7\u00e3o<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a2af88b elementor-widget elementor-widget-text-editor\" data-id=\"3a2af88b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"646\" data-end=\"953\">No mundo em evolu\u00e7\u00e3o dos produtos digitais, os <strong data-start=\"689\" data-end=\"712\">produtos de IA agentic<\/strong> est\u00e3o a mudar a forma como definimos o que \u00e9 verdadeiramente uma \u201cfuncionalidade\u201d. Durante d\u00e9cadas, as equipas de produtos constru\u00edram sistemas <em data-start=\"805\" data-end=\"815\">reativos<\/em> \u2014 ferramentas que executam comandos, n\u00e3o decis\u00f5es. Mas com a ascens\u00e3o dos <strong data-start=\"891\" data-end=\"923\">modelos de linguagem grandes (LLMs)<\/strong>, esse paradigma est\u00e1 a mudar.  <\/p><p data-start=\"955\" data-end=\"1295\">Em vez de esperar por um pedido, os <em data-start=\"988\" data-end=\"1005\">sistemas agentic<\/em> planeiam, atuam e aprendem em nome dos utilizadores \u2014 marcando reuni\u00f5es, a redigir e-mails, a encomendar produtos ou at\u00e9 a negociar resultados. Este novo n\u00edvel de autonomia significa que as funcionalidades j\u00e1 n\u00e3o s\u00e3o apenas <em data-start=\"1199\" data-end=\"1220\">elementos funcionais<\/em>; est\u00e3o a tornar-se <strong data-start=\"1240\" data-end=\"1262\">agentes inteligentes<\/strong> a operar dentro dos nossos produtos. <\/p><p data-start=\"1297\" data-end=\"1485\"><strong data-start=\"1297\" data-end=\"1308\">Tese:<\/strong> Os LLMs est\u00e3o a permitir uma transforma\u00e7\u00e3o de funcionalidades reativas para agentes aut\u00f3nomos \u2014 e compreender esta mudan\u00e7a tornar-se-\u00e1 uma compet\u00eancia essencial para todos os l\u00edderes e inovadores de produtos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b705a8 e-flex e-con-boxed e-con e-parent\" data-id=\"6b705a8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eb9d4a0 elementor-widget elementor-widget-heading\" data-id=\"eb9d4a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">O que torna uma funcionalidade \u201cAgentic\u201d?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52fe0ba elementor-widget elementor-widget-text-editor\" data-id=\"52fe0ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"1543\" data-end=\"1568\"><strong data-start=\"1547\" data-end=\"1568\">Al\u00e9m da automatiza\u00e7\u00e3o<\/strong><\/h3><p data-start=\"1569\" data-end=\"1725\">A automatiza\u00e7\u00e3o executa passos predefinidos. <em data-start=\"1607\" data-end=\"1615\">Ag\u00eancia<\/em> implica algo mais: a capacidade de <strong data-start=\"1655\" data-end=\"1695\">decidir, adaptar e agir de forma independente<\/strong> com base em objetivos e contexto.<\/p><p data-start=\"1727\" data-end=\"1816\">Um <strong data-start=\"1730\" data-end=\"1752\">produto de IA agentic<\/strong> n\u00e3o se limita a fornecer recomenda\u00e7\u00f5es \u2014 age. Por exemplo: <\/p><ul data-start=\"1817\" data-end=\"2068\"><li data-start=\"1817\" data-end=\"1896\"><p data-start=\"1819\" data-end=\"1896\">Uma aplica\u00e7\u00e3o de produtividade que agenda e confirma automaticamente as suas reuni\u00f5es.<\/p><\/li><li data-start=\"1897\" data-end=\"1990\"><p data-start=\"1899\" data-end=\"1990\">Um assistente de com\u00e9rcio eletr\u00f3nico que compara ofertas, verifica a disponibilidade e compra por si.<\/p><\/li><li data-start=\"1991\" data-end=\"2068\"><p data-start=\"1993\" data-end=\"2068\">Uma ferramenta de fluxo de trabalho que se ajusta com base nos seus h\u00e1bitos e prefer\u00eancias.<\/p><\/li><\/ul><h3 data-start=\"2070\" data-end=\"2112\"><strong data-start=\"2074\" data-end=\"2112\">Atributos-chave das funcionalidades agentic<\/strong><\/h3><ol data-start=\"2113\" data-end=\"2470\"><li data-start=\"2113\" data-end=\"2189\"><p data-start=\"2116\" data-end=\"2189\"><strong data-start=\"2116\" data-end=\"2128\">Autonomia<\/strong> \u2013 O agente pode tomar decis\u00f5es dentro de restri\u00e7\u00f5es definidas.<\/p><\/li><li data-start=\"2190\" data-end=\"2250\"><p data-start=\"2193\" data-end=\"2250\"><strong data-start=\"2193\" data-end=\"2203\">Mem\u00f3ria<\/strong> \u2013 Lembra-se de intera\u00e7\u00f5es passadas e adapta-se.<\/p><\/li><li data-start=\"2251\" data-end=\"2322\"><p data-start=\"2254\" data-end=\"2322\"><strong data-start=\"2254\" data-end=\"2266\">Planeamento<\/strong> \u2013 Divide a inten\u00e7\u00e3o do utilizador em a\u00e7\u00f5es de v\u00e1rios passos.<\/p><\/li><li data-start=\"2323\" data-end=\"2387\"><p data-start=\"2326\" data-end=\"2387\"><strong data-start=\"2326\" data-end=\"2338\">Utiliza\u00e7\u00e3o de ferramentas<\/strong> \u2013 Chama APIs ou executa c\u00f3digo de forma aut\u00f3noma.<\/p><\/li><li data-start=\"2388\" data-end=\"2470\"><p data-start=\"2391\" data-end=\"2470\"><strong data-start=\"2391\" data-end=\"2410\">Autocorre\u00e7\u00e3o<\/strong> \u2013 Avalia o seu pr\u00f3prio sucesso e tenta novamente de forma inteligente.<\/p><\/li><\/ol><p data-start=\"2472\" data-end=\"2610\">Este n\u00edvel de intelig\u00eancia significa que j\u00e1 n\u00e3o concebemos <em data-start=\"2525\" data-end=\"2562\">interfaces para os utilizadores atuarem atrav\u00e9s delas<\/em>, mas <em data-start=\"2568\" data-end=\"2607\">ambientes para os agentes atuarem dentro<\/em>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-66dd42e e-flex e-con-boxed e-con e-parent\" data-id=\"66dd42e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-775de87 elementor-widget elementor-widget-heading\" data-id=\"775de87\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Como \u00e9 que os LLMs permitem funcionalidades agentic<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d261ff8 elementor-widget elementor-widget-text-editor\" data-id=\"d261ff8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"2669\" data-end=\"2811\">A constru\u00e7\u00e3o de <strong data-start=\"2684\" data-end=\"2707\">produtos de IA agentic<\/strong> verdadeiramente requer v\u00e1rias capacidades t\u00e9cnicas, muitas das quais s\u00f3 se tornaram acess\u00edveis atrav\u00e9s dos LLMs modernos.<\/p><h3 data-start=\"2813\" data-end=\"2859\"><strong data-start=\"2817\" data-end=\"2857\">1. Racioc\u00ednio e Planeamento de V\u00e1rios Passos<\/strong><\/h3><p data-start=\"2860\" data-end=\"3021\">Os LLMs como o GPT-4 e o Claude podem encadear passos de racioc\u00ednio, dividir problemas em subtarefas e executar fluxos de trabalho complexos. Esta capacidade forma a espinha dorsal da autonomia. <\/p><h3 data-start=\"3023\" data-end=\"3066\"><strong data-start=\"3027\" data-end=\"3064\">2. Mem\u00f3ria e Persist\u00eancia de Contexto<\/strong><\/h3><p data-start=\"3067\" data-end=\"3233\">Atrav\u00e9s da <strong data-start=\"3075\" data-end=\"3115\">gera\u00e7\u00e3o aumentada de recupera\u00e7\u00e3o (RAG)<\/strong> e de bases de dados vetoriais, os produtos podem agora reter o contexto do utilizador, permitindo que os agentes tomem decis\u00f5es consistentes ao longo do tempo.<\/p><h3 data-start=\"3235\" data-end=\"3274\"><strong data-start=\"3239\" data-end=\"3272\">3. Orquestra\u00e7\u00e3o de Ferramentas e APIs<\/strong><\/h3><p data-start=\"3275\" data-end=\"3397\">Ao integrar-se com APIs externas \u2014 calend\u00e1rios, CRMs, sistemas de reservas \u2014 os agentes podem ir al\u00e9m do chat para a a\u00e7\u00e3o no mundo real.<\/p><h3 data-start=\"3399\" data-end=\"3447\"><strong data-start=\"3403\" data-end=\"3445\">4. Ciclos de Feedback e Autoaperfei\u00e7oamento<\/strong><\/h3><p data-start=\"3448\" data-end=\"3576\">Os produtos agentic recolhem dados de desempenho, rastreiam os resultados dos objetivos e utilizam ciclos semelhantes ao refor\u00e7o para otimizar o comportamento futuro.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-86ffc67 e-flex e-con-boxed e-con e-parent\" data-id=\"86ffc67\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c198a85 elementor-widget elementor-widget-heading\" data-id=\"c198a85\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Dados e sinais de mercado<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-44b88c0 elementor-widget elementor-widget-text-editor\" data-id=\"44b88c0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul data-start=\"3616\" data-end=\"4154\"><li data-start=\"3616\" data-end=\"3753\"><p data-start=\"3618\" data-end=\"3753\"><a href=\"https:\/\/www.ibm.com\/solutions\/ai-agents?utm_content=SRCWW&amp;p1=Search&amp;p4=2403566062456&amp;p5=b&amp;p9=178054342938&amp;gclsrc=aw.ds&amp;gad_source=1&amp;gad_campaignid=22378519634&amp;gbraid=0AAAAA-oKwifd6EC7aj9UbmOOo9zrPx-8h&amp;gclid=Cj0KCQjw0Y3HBhCxARIsAN7931Vcr6J9KSIpjsOTJPxlgOYLQSF_pu4hg43jAkhKwAGW0SPk3810qnIaAjAbEALw_wcB\" target=\"_blank\" rel=\"noopener\">De acordo com a <strong data-start=\"3631\" data-end=\"3638\">IBM<\/strong><\/a>, a <em data-start=\"3640\" data-end=\"3679\">IA agentic difere da IA generativa<\/em> no sentido em que \u201catua e decide\u201d, enquanto os modelos generativos apenas \u201ccriam\u201d.<\/p><\/li><li data-start=\"3754\" data-end=\"3909\"><p data-start=\"3756\" data-end=\"3909\">A <strong data-start=\"3756\" data-end=\"3767\">Gartner<\/strong> prev\u00ea que <em data-start=\"3782\" data-end=\"3843\">mais de 40% das iniciativas de IA agentic ser\u00e3o abandonadas at\u00e9 2027<\/em> devido a um ROI pouco claro \u2014 sinalizando tanto oportunidade como alcance excessivo.<\/p><\/li><li data-start=\"3910\" data-end=\"4056\"><p data-start=\"3912\" data-end=\"4056\">A <strong data-start=\"3912\" data-end=\"3925\">Razorfish<\/strong> prev\u00ea que a \u201cpesquisa agentic\u201d ir\u00e1 redefinir a UX de pesquisa \u2014 passando de mostrar resultados para <em data-start=\"4016\" data-end=\"4034\">concluir tarefas<\/em> em nome dos utilizadores.<\/p><\/li><li data-start=\"4057\" data-end=\"4154\"><p data-start=\"4059\" data-end=\"4154\"><a href=\"https:\/\/www.linkedin.com\/pulse\/ai-frontier-analysis-generative-agentic-physical-scott-zakrzewski-9tgae\" target=\"_blank\" rel=\"noopener\">Estima-se que o <em data-start=\"4063\" data-end=\"4082\">mercado de IA agentic<\/em> atinja <strong data-start=\"4105\" data-end=\"4122\">127 mil milh\u00f5es de d\u00f3lares at\u00e9 2029<\/strong>, crescendo a uma CAGR acima de 30%<\/a>.<\/p><\/li><\/ul><p data-start=\"4156\" data-end=\"4256\">O comportamento agentic j\u00e1 n\u00e3o \u00e9 te\u00f3rico \u2014 j\u00e1 est\u00e1 a remodelar a forma como interagimos com o software<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-19cc54b e-flex e-con-boxed e-con e-parent\" data-id=\"19cc54b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c80a2f8 elementor-widget elementor-widget-heading\" data-id=\"c80a2f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Desafios, riscos e prote\u00e7\u00f5es \u00e9ticas<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42a17d2 elementor-widget elementor-widget-text-editor\" data-id=\"42a17d2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Tal como acontece com qualquer tecnologia emergente, os l\u00edderes de produtos devem abordar desafios s\u00e9rios antes de dimensionar a autonomia.<\/p><h3 data-start=\"4433\" data-end=\"4476\"><strong data-start=\"4437\" data-end=\"4474\">1. Alucina\u00e7\u00f5es e Fiabilidade<\/strong><\/h3><p data-start=\"4477\" data-end=\"4662\">Quando um agente atua incorretamente \u2014 reservando o voo errado, enviando a mensagem errada \u2014 as consequ\u00eancias s\u00e3o imediatas. Camadas de valida\u00e7\u00e3o robustas e ciclos de aprova\u00e7\u00e3o humana s\u00e3o essenciais. <\/p><h3 data-start=\"4664\" data-end=\"4706\"><strong data-start=\"4668\" data-end=\"4704\">2. Responsabilidade e Governan\u00e7a<\/strong><\/h3><p data-start=\"4707\" data-end=\"4882\">Quem \u00e9 respons\u00e1vel quando um agente de IA se comporta mal \u2014 o utilizador, a empresa ou o fornecedor do modelo? As estruturas de governa\u00e7\u00e3o para <strong data-start=\"4827\" data-end=\"4845\">IA respons\u00e1vel<\/strong> devem estender-se aos sistemas aut\u00f3nomos. <\/p><h3 data-start=\"4884\" data-end=\"4924\"><strong data-start=\"4888\" data-end=\"4922\">3. O Problema da \u201cLavagem Agentic\u201d<\/strong><\/h3><p data-start=\"4925\" data-end=\"5157\">Tal como \u201ccom tecnologia de IA\u201d se tornou uma palavra da moda no marketing, \u201cagentic\u201d corre o risco de utiliza\u00e7\u00e3o excessiva. Muitos dos chamados \u201cagentes\u201d s\u00e3o fluxos de trabalho com script, n\u00e3o verdadeiros sistemas aut\u00f3nomos. Os l\u00edderes devem discernir entre <strong data-start=\"5106\" data-end=\"5123\">autonomia real<\/strong> e <strong data-start=\"5128\" data-end=\"5154\">automatiza\u00e7\u00e3o disfar\u00e7ada<\/strong>.  <\/p><h3 data-start=\"5159\" data-end=\"5190\"><strong data-start=\"5163\" data-end=\"5188\">4. Sobrecarga T\u00e9cnica<\/strong><\/h3><p data-start=\"5191\" data-end=\"5393\">A execu\u00e7\u00e3o de contexto persistente, orquestra\u00e7\u00e3o de ferramentas e ciclos de monitoriza\u00e7\u00e3o adiciona complexidade. As arquiteturas de engenharia devem evoluir \u2014 pense em <strong data-start=\"5323\" data-end=\"5348\">pipelines LLM modulares<\/strong>, <strong data-start=\"5350\" data-end=\"5367\">mem\u00f3ria vetorial<\/strong> e <strong data-start=\"5373\" data-end=\"5390\">APIs com estado<\/strong>. <\/p><h3 data-start=\"5395\" data-end=\"5435\"><strong data-start=\"5399\" data-end=\"5433\">5. Supervis\u00e3o \u00c9tica e Humana<\/strong><\/h3><p data-start=\"5436\" data-end=\"5492\">As funcionalidades agentic devem permanecer respons\u00e1veis. Incorpore: <\/p><ul data-start=\"5493\" data-end=\"5631\"><li data-start=\"5493\" data-end=\"5527\"><p data-start=\"5495\" data-end=\"5527\">Pontos de verifica\u00e7\u00e3o humana no ciclo.<\/p><\/li><li data-start=\"5528\" data-end=\"5575\"><p data-start=\"5530\" data-end=\"5575\">Pain\u00e9is de explicabilidade para rastreios de auditoria.<\/p><\/li><li data-start=\"5576\" data-end=\"5631\"><p data-start=\"5578\" data-end=\"5631\">Limites de permiss\u00e3o e consentimento do utilizador para a\u00e7\u00f5es.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-70c353c e-flex e-con-boxed e-con e-parent\" data-id=\"70c353c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6cb8c99 elementor-widget elementor-widget-heading\" data-id=\"6cb8c99\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Implica\u00e7\u00f5es da estrat\u00e9gia de produto<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32d0fe5 elementor-widget elementor-widget-text-editor\" data-id=\"32d0fe5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h3 data-start=\"5687\" data-end=\"5724\"><strong data-start=\"5691\" data-end=\"5724\">Repensar a tela do produto<\/strong><\/h3><p data-start=\"5725\" data-end=\"5809\">Os roteiros tradicionais rastreiam funcionalidades. Os roteiros futuros devem rastrear <strong data-start=\"5789\" data-end=\"5803\">comportamentos<\/strong>. Pergunte:  <\/p><ul data-start=\"5810\" data-end=\"5943\"><li data-start=\"5810\" data-end=\"5857\"><p data-start=\"5812\" data-end=\"5857\">Que objetivos do utilizador podem ser delegados a agentes?<\/p><\/li><li data-start=\"5858\" data-end=\"5900\"><p data-start=\"5860\" data-end=\"5900\">Que dados ou APIs o agente precisa?<\/p><\/li><li data-start=\"5901\" data-end=\"5943\"><p data-start=\"5903\" data-end=\"5943\">Como medimos o sucesso do agente?<\/p><\/li><\/ul><h3 data-start=\"5945\" data-end=\"5978\"><strong data-start=\"5949\" data-end=\"5978\">Medir o sucesso agentic<\/strong><\/h3><p data-start=\"5979\" data-end=\"6013\">Em vez de taxas de cliques, me\u00e7a:<\/p><ul data-start=\"6014\" data-end=\"6135\"><li data-start=\"6014\" data-end=\"6038\"><p data-start=\"6016\" data-end=\"6038\">Taxa de conclus\u00e3o de tarefas<\/p><\/li><li data-start=\"6039\" data-end=\"6069\"><p data-start=\"6041\" data-end=\"6069\">Redu\u00e7\u00e3o do tempo para a decis\u00e3o<\/p><\/li><li data-start=\"6070\" data-end=\"6104\"><p data-start=\"6072\" data-end=\"6104\">Taxa de confian\u00e7a e corre\u00e7\u00e3o do utilizador<\/p><\/li><li data-start=\"6105\" data-end=\"6135\"><p data-start=\"6107\" data-end=\"6135\">Custo por a\u00e7\u00e3o aut\u00f3noma<\/p><\/li><\/ul><h3 data-start=\"6137\" data-end=\"6165\"><strong data-start=\"6141\" data-end=\"6165\">Governan\u00e7a por design<\/strong><\/h3><p data-start=\"6166\" data-end=\"6299\">Integre revis\u00f5es \u00e9ticas e de seguran\u00e7a em cada sprint. Os \u201csprints \u00e9ticos\u201d garantem que n\u00e3o est\u00e1 a enviar ag\u00eancia sem responsabilidade. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1e0e7887 e-flex e-con-boxed e-con e-parent\" data-id=\"1e0e7887\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-35c9779b elementor-widget elementor-widget-heading\" data-id=\"35c9779b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">O futuro do pensamento de produto<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40a03ee9 elementor-widget elementor-widget-text-editor\" data-id=\"40a03ee9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"6356\" data-end=\"6525\">A chegada dos <strong data-start=\"6371\" data-end=\"6394\">produtos de IA agentic<\/strong> muda o pr\u00f3prio pensamento de produto. O papel de um Gestor de Produto evolui de <em data-start=\"6471\" data-end=\"6496\">especificar intera\u00e7\u00f5es<\/em> para <em data-start=\"6500\" data-end=\"6522\">conceber inten\u00e7\u00f5es<\/em>. <\/p><ul data-start=\"6526\" data-end=\"6781\"><li data-start=\"6526\" data-end=\"6586\"><p data-start=\"6528\" data-end=\"6586\">O produto j\u00e1 n\u00e3o \u00e9 a interface \u2014 o <em data-start=\"6573\" data-end=\"6583\">agente \u00e9<\/em>.<\/p><\/li><li data-start=\"6587\" data-end=\"6689\"><p data-start=\"6589\" data-end=\"6689\">A vantagem competitiva n\u00e3o reside em <em data-start=\"6623\" data-end=\"6647\">o que o seu produto faz<\/em>, mas em <em data-start=\"6653\" data-end=\"6686\">o que o seu agente sabe fazer<\/em>.<\/p><\/li><li data-start=\"6690\" data-end=\"6781\"><p data-start=\"6692\" data-end=\"6781\">As funcionalidades mais valiosas de amanh\u00e3 podem n\u00e3o ter um bot\u00e3o \u2014 ter\u00e3o iniciativa.<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-66362ed e-flex e-con-boxed e-con e-parent\" data-id=\"66362ed\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f07f155 elementor-widget elementor-widget-heading\" data-id=\"f07f155\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">conclus\u00e3o<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-875c342 elementor-widget elementor-widget-text-editor\" data-id=\"875c342\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"6807\" data-end=\"7084\">A pr\u00f3xima era da inova\u00e7\u00e3o de produtos ser\u00e1 impulsionada pela <strong data-start=\"6860\" data-end=\"6870\">ag\u00eancia<\/strong>, n\u00e3o por algoritmos. \u00c0 medida que os <strong data-start=\"6891\" data-end=\"6918\">LLMs continuam a amadurecer<\/strong>, a distin\u00e7\u00e3o entre uma \u201cfuncionalidade\u201d e um \u201cagente\u201d tornar-se-\u00e1 confusa \u2014 e os utilizadores esperar\u00e3o cada vez mais experi\u00eancias digitais que atuem, decidam e se adaptem em seu nome. <\/p><p data-start=\"7086\" data-end=\"7360\">Para os l\u00edderes de produtos, o desafio \u00e9 claro: comecem em pequeno, experimentem com agentes de \u00e2mbito limitado e incorporem a governa\u00e7\u00e3o no design desde o primeiro dia. As empresas que dominarem este equil\u00edbrio entre autonomia e responsabilidade definir\u00e3o a pr\u00f3xima d\u00e9cada de transforma\u00e7\u00e3o digital. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1b98cc1d e-con-full e-flex e-con e-child\" data-id=\"1b98cc1d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2338c0f5 elementor-widget elementor-widget-heading\" data-id=\"2338c0f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Ponto-chave<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ba31623 elementor-widget elementor-widget-text-editor\" data-id=\"2ba31623\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Comece a repensar o seu roteiro hoje: <strong>quais das suas funcionalidades poderiam \u2014 ou deveriam \u2014 pensar por si pr\u00f3prias<\/strong>?<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-041e5b1 e-flex e-con-boxed e-con e-parent\" data-id=\"041e5b1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-996436b elementor-widget elementor-widget-heading\" data-id=\"996436b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Perguntas Frequentes<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57594aae elementor-widget elementor-widget-n-accordion\" data-id=\"57594aae\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1460\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-1460\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> O que \u00e9 um produto de IA agentic? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1460\" class=\"elementor-element elementor-element-18323032 e-con-full e-flex e-con e-child\" data-id=\"18323032\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1460\" class=\"elementor-element elementor-element-3de21019 e-flex e-con-boxed e-con e-child\" data-id=\"3de21019\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-76a9e78d elementor-widget elementor-widget-text-editor\" data-id=\"76a9e78d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Um produto que utiliza IA para agir de forma aut\u00f3noma em dire\u00e7\u00e3o a objetivos, sem necessitar de pedidos constantes do utilizador.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1461\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1461\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> Em que \u00e9 que isto \u00e9 diferente da automatiza\u00e7\u00e3o? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1461\" class=\"elementor-element elementor-element-2f624abb e-con-full e-flex e-con e-child\" data-id=\"2f624abb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1461\" class=\"elementor-element elementor-element-2fd73e3e e-flex e-con-boxed e-con e-child\" data-id=\"2fd73e3e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-382a9b72 elementor-widget elementor-widget-text-editor\" data-id=\"382a9b72\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>A automatiza\u00e7\u00e3o segue regras predefinidas. A IA agentic toma decis\u00f5es conscientes do contexto, adaptando-se dinamicamente. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1462\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1462\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> Que tecnologias permitem produtos agentic? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1462\" class=\"elementor-element elementor-element-48ba2459 e-con-full e-flex e-con e-child\" data-id=\"48ba2459\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1462\" class=\"elementor-element elementor-element-1a0dc66b e-flex e-con-boxed e-con e-child\" data-id=\"1a0dc66b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-707a9166 elementor-widget elementor-widget-text-editor\" data-id=\"707a9166\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>LLMs, mem\u00f3ria aumentada de recupera\u00e7\u00e3o, orquestra\u00e7\u00e3o de ferramentas e pipelines de racioc\u00ednio de v\u00e1rios passos.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1463\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1463\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> Quais s\u00e3o os riscos? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1463\" class=\"elementor-element elementor-element-06a4597 e-con-full e-flex e-con e-child\" data-id=\"06a4597\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1463\" class=\"elementor-element elementor-element-0d5019d e-flex e-con-boxed e-con e-child\" data-id=\"0d5019d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c5646f9 elementor-widget elementor-widget-text-editor\" data-id=\"c5646f9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"7928\" data-end=\"8050\">A\u00e7\u00f5es imprevis\u00edveis, problemas de responsabilidade e capacidades exageradas (\u201clavagem agentic\u201d).<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-1464\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-1464\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><h3 class=\"e-n-accordion-item-title-text\"> Todas as funcionalidades devem ser agentic? <\/h3><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1464\" class=\"elementor-element elementor-element-7c71c01 e-con-full e-flex e-con e-child\" data-id=\"7c71c01\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-1464\" class=\"elementor-element elementor-element-d6bc794 e-flex e-con-boxed e-con e-child\" data-id=\"d6bc794\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-18f8616 elementor-widget elementor-widget-text-editor\" data-id=\"18f8616\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"7928\" data-end=\"8050\">N\u00e3o. Utilize a ag\u00eancia onde ela acrescenta valor claro \u2014 concentre-se primeiro em tarefas de utilizador de alta fric\u00e7\u00e3o. <\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4f1ae7b e-con-full e-flex e-con e-child\" data-id=\"4f1ae7b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1bb3c58 elementor-widget elementor-widget-heading\" data-id=\"1bb3c58\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Leitura adicional<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db26611 elementor-widget elementor-widget-text-editor\" data-id=\"db26611\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"8603\" data-end=\"8768\"><p data-start=\"8606\" data-end=\"8768\"><a class=\"decorated-link\" href=\"https:\/\/www.reuters.com\/business\/over-40-agentic-ai-projects-will-be-scrapped-by-2027-gartner-says-2025-06-25?utm_source=chatgpt.com\" target=\"_new\" rel=\"noopener\" data-start=\"8606\" data-end=\"8766\">Relat\u00f3rio da Gartner \u2013 Proje\u00e7\u00f5es de projetos de IA agentic<\/a><\/p><\/li><li data-start=\"8769\" data-end=\"8906\"><p data-start=\"8772\" data-end=\"8906\"><a class=\"decorated-link\" href=\"https:\/\/www.razorfish.com\/articles\/perspectives\/how-agentic-ai-will-reshape-search?utm_source=chatgpt.com\" target=\"_new\" rel=\"noopener\" data-start=\"8772\" data-end=\"8904\">Razorfish \u2013 como a IA agentic ir\u00e1 remodelar a pesquisa<\/a><\/p><\/li><li data-start=\"8907\" data-end=\"9032\"><p data-start=\"8910\" data-end=\"9032\"><a class=\"decorated-link\" href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/search\/search-agentic-retrieval-concept?utm_source=chatgpt.com\" target=\"_new\" rel=\"noopener\" data-start=\"8910\" data-end=\"9030\">Microsoft \u2013 conceito de recupera\u00e7\u00e3o agentic<\/a><\/p><\/li><li data-start=\"9033\" data-end=\"9211\"><p data-start=\"9036\" data-end=\"9211\"><a class=\"decorated-link cursor-pointer\" href=\"https:\/\/www.snowflake.com\/en\/engineering-blog\/inside-snowflake-intelligence-enterprise-agentic-ai\/\" target=\"_new\" rel=\"noopener\" data-start=\"9036\" data-end=\"9209\">Investiga\u00e7\u00e3o de IA da Snowflake \u2013 os cinco pilares da IA agentic<\/a><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Produtos de IA Agentic: Descubra como os LLMs transformam funcionalidades em agentes aut\u00f3nomos \u2014 reformulando o pensamento de produtos, a inova\u00e7\u00e3o e o futuro dos produtos digitais.<\/p>","protected":false},"author":1,"featured_media":2757,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAow74HBDA:productID":"","footnotes":""},"categories":[360],"tags":[546,542,364,543,544,471,545,547,411],"class_list":["post-2413","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-pensamento-de-produto-e-inovacao","tag-agentes-autonomos","tag-design-de-produto","tag-estrategia-de-produto-de-ia","tag-funcionalidades-de-llm","tag-ia-agentic","tag-inovacao-de-produto","tag-pensamento-de-produtos-de-ia","tag-tendencias-de-ia","tag-transformacao-digital"],"_links":{"self":[{"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/posts\/2413","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/comments?post=2413"}],"version-history":[{"count":1,"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/posts\/2413\/revisions"}],"predecessor-version":[{"id":2415,"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/posts\/2413\/revisions\/2415"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/media\/2757"}],"wp:attachment":[{"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/media?parent=2413"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/categories?post=2413"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nuno.digital\/pt-pt\/wp-json\/wp\/v2\/tags?post=2413"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}