{"id":32291,"date":"2026-08-31T03:23:31","date_gmt":"2026-08-31T03:23:31","guid":{"rendered":"https:\/\/thecloud.group\/?p=32291"},"modified":"2026-08-27T03:25:15","modified_gmt":"2026-08-27T03:25:15","slug":"codigo-de-codificacao-de-vibracao-que-se-parece-com-um-produto","status":"publish","type":"post","link":"https:\/\/thecloud.group\/pt\/vibe-coding-codigo-que-parece-producto\/","title":{"rendered":"Programa\u00e7\u00e3o Vibe: c\u00f3digo que se parece com um produto."},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"32291\" class=\"elementor elementor-32291\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cfd484e elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cfd484e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 100\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-64f4c56\" data-id=\"64f4c56\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-72fca4b elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"72fca4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/elementor\/thumbs\/logo-pd8scx7e21qrxkwrdlcuh7c8eeq4vmzqsjri81k6ps.png\" title=\"logotipo\" alt=\"logotipo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a76af51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a76af51\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-cf15d65\" data-id=\"cf15d65\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e993978 elementor-widget elementor-widget-heading\" data-id=\"e993978\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Programa\u00e7\u00e3o Vibe: c\u00f3digo que se parece com um produto.<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c047b73 elementor-widget elementor-widget-heading\" data-id=\"c047b73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">31 de agosto de 2026<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-43acffb e-flex e-con-boxed e-con e-parent\" data-id=\"43acffb\" 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-a5b2d83 elementor-widget elementor-widget-text-editor\" data-id=\"a5b2d83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">A codifica\u00e7\u00e3o por impulso \u2014 descrever o que voc\u00ea quer e aceitar o c\u00f3digo gerado por um modelo sem uma an\u00e1lise aprofundada \u2014 produz prot\u00f3tipos em horas e sistemas fr\u00e1geis em meses. N\u00e3o \u00e9 uma t\u00e9cnica ileg\u00edtima: \u00e9 uma excelente t\u00e9cnica para explorar uma ideia, mas perigosa para construir algo de que uma empresa depender\u00e1.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">A confus\u00e3o entre os dois \u00e9 o problema. O que surge de uma sess\u00e3o de produto gerada pelo usu\u00e1rio se parece muito com um produto: tem uma interface, responde, faz o que foi solicitado na frente da pessoa que solicitou. A diferen\u00e7a em rela\u00e7\u00e3o a um produto real n\u00e3o est\u00e1 no que ele faz, mas em tudo o que ainda n\u00e3o foi decidido: o que acontece quando ele falha, quem pode ver o qu\u00ea, como ele ser\u00e1 alterado daqui a um ano e quem entende por que ele foi escrito daquela forma.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae9189b elementor-widget elementor-widget-heading\" data-id=\"ae9189b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">O que diferencia um prot\u00f3tipo de um sistema?\n<\/h2>\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-4ec25a0 e-flex e-con-boxed e-con e-parent\" data-id=\"4ec25a0\" 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-d683c52 elementor-widget elementor-widget-text-editor\" data-id=\"d683c52\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<table>\n<thead>\n<tr>\n<th>\n<p><b>Dimens\u00e3o<\/b><\/p>\n<\/th>\n<th>\n<p><b>Prot\u00f3tipo gerado<\/b><\/p>\n<\/th>\n<th>\n<p><b>Sistema em produ\u00e7\u00e3o<\/b><\/p>\n<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\n<p><b>Mirar<\/b><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">Para demonstrar que a ideia \u00e9 poss\u00edvel.<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">Funcionamento confi\u00e1vel por anos<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>Erros<\/b><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">Eles s\u00e3o corrigidos por regenera\u00e7\u00e3o.<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">Eles s\u00e3o consertados sem danificar o resto.<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>Dados<\/b><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">Testado e limpo<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">Real, incompleto, contradit\u00f3rio<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>Seguran\u00e7a<\/b><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">Fora do alcance<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">Permiss\u00f5es, criptografia, auditoria<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>Manuten\u00e7\u00e3o<\/b><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">N\u00e3o aplic\u00e1vel<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">O 60-70% do custo total<\/span><\/p>\n<\/td>\n<\/tr>\n<tr>\n<td>\n<p><b>Propriedade do crit\u00e9rio<\/b><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">O modelo determinou a estrutura.<\/span><\/p>\n<\/td>\n<td>\n<p><span style=\"font-weight: 400;\">Algu\u00e9m tomou essa decis\u00e3o e sabe porqu\u00ea.<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da91096 elementor-widget elementor-widget-text-editor\" data-id=\"da91096\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">A \u00faltima linha \u00e9 a que tem maior peso a m\u00e9dio prazo. Quando ningu\u00e9m define a estrutura, ningu\u00e9m pode defend\u00ea-la ou aprimor\u00e1-la. Ela se torna um texto que precisa ser interpretado a cada vez que \u00e9 alterado, e essa interpreta\u00e7\u00e3o leva tempo a cada mudan\u00e7a futura.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-56af6f7 elementor-widget elementor-widget-heading\" data-id=\"56af6f7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">O que os dados dizem sobre a qualidade\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd66765 elementor-widget elementor-widget-text-editor\" data-id=\"fd66765\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Isso n\u00e3o \u00e9 apenas um palpite da ind\u00fastria. A GitClear, ao analisar 211 milh\u00f5es de linhas de c\u00f3digo entre 2020 e 2024, descobriu que o trabalho de refatora\u00e7\u00e3o \u2014 reorganizar o c\u00f3digo existente para torn\u00e1-lo compreens\u00edvel \u2014 caiu de cerca de 251 milh\u00f5es de linhas de c\u00f3digo em 2021 para menos de 101 milh\u00f5es em 2024, enquanto a pr\u00e1tica de copiar e colar aumentou de 8,31 milh\u00f5es para 12,31 milh\u00f5es de linhas e os blocos duplicados aumentaram oito vezes.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">O relat\u00f3rio DORA 2024 do Google Cloud, baseado em uma pesquisa com aproximadamente 39.000 profissionais, mensurou o impacto na entrega: um aumento de 25% na ado\u00e7\u00e3o de IA correlacionou-se com uma redu\u00e7\u00e3o de 1,5% na taxa de transfer\u00eancia e uma redu\u00e7\u00e3o de 7,2% na estabilidade. No mesmo estudo, 39,2% dos desenvolvedores relataram pouca ou nenhuma confian\u00e7a no c\u00f3digo gerado.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">O padr\u00e3o que ambos descrevem \u00e9 consistente: produz-se mais, revisa-se a mesma quantidade e reorganiza-se menos. A consequ\u00eancia n\u00e3o aparece na primeira semana; ela surge quando algo precisa ser mudado.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c79eaf3 elementor-widget elementor-widget-heading\" data-id=\"c79eaf3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Onde for apropriado us\u00e1-lo\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-532d5f3 elementor-widget elementor-widget-text-editor\" data-id=\"532d5f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Seria insensato abrir m\u00e3o de uma ferramenta que aumenta significativamente a velocidade de explora\u00e7\u00e3o. Estas s\u00e3o as aplica\u00e7\u00f5es em que a codifica\u00e7\u00e3o intuitiva \u00e9 claramente a escolha certa:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Valide uma ideia antes de investir.<\/b><span style=\"font-weight: 400;\"> Construir algo em dois dias que demonstre se o conceito interessa ao cliente.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Explore interfaces alternativas.<\/b><span style=\"font-weight: 400;\"> Tr\u00eas vers\u00f5es de uma tela custam o mesmo que discutir sobre elas.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Ferramentas internas descart\u00e1veis.<\/b><span style=\"font-weight: 400;\"> Um script que algu\u00e9m usar\u00e1 doze vezes e depois ser\u00e1 apagado.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Aprenda um novo dom\u00ednio.<\/b><span style=\"font-weight: 400;\"> Para entender como algo que voc\u00ea n\u00e3o conhece est\u00e1 estruturado.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Nos quatro casos, existe uma caracter\u00edstica comum: <\/span><b>O resultado n\u00e3o precisa sobreviver.<\/b><span style=\"font-weight: 400;\">. No momento em que algu\u00e9m diz &quot;isto est\u00e1 quase a funcionar, vamos p\u00f4r em produ\u00e7\u00e3o&quot;, a utiliza\u00e7\u00e3o muda de categoria e os crit\u00e9rios devem mudar em conformidade.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-acd5249 elementor-widget elementor-widget-heading\" data-id=\"acd5249\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">A fronteira pr\u00e1tica: cinco perguntas<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da2a4f4 elementor-widget elementor-widget-text-editor\" data-id=\"da2a4f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Antes de colocar em produ\u00e7\u00e3o algo gerado dessa forma, \u00e9 aconselh\u00e1vel responder a esta pergunta:<\/span><\/p>\n<ol>\n<li><b> <\/b><b>Algu\u00e9m pode explicar por que est\u00e1 estruturado dessa forma?<\/b><span style=\"font-weight: 400;\"> Se a resposta for &quot;a IA fez isso&quot;, n\u00e3o h\u00e1 crit\u00e9rio, s\u00f3 existe o resultado.<\/span><\/li>\n<li><b> <\/b><b>Existem testes que falhar\u00e3o se algu\u00e9m quebrar alguma coisa?<\/b><span style=\"font-weight: 400;\"> Sem eles, qualquer mudan\u00e7a futura ser\u00e1 uma aposta.<\/span><\/li>\n<li><b> <\/b><b>Que dados s\u00e3o afetados e quem pode v\u00ea-los?<\/b><span style=\"font-weight: 400;\"> O modelo n\u00e3o projetou seu modelo de permiss\u00f5es.<\/span><\/li>\n<li><b> <\/b><b>O que acontece quando falha?<\/b><span style=\"font-weight: 400;\"> Registro, alerta, revers\u00e3o.<\/span><\/li>\n<li><b> <\/b><b>Quem o apoiar\u00e1 daqui a um ano?<\/b><span style=\"font-weight: 400;\"> Se a resposta depende da pessoa que a gerou, isso representa um risco operacional.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">Um prot\u00f3tipo que responde a cinco perguntas deixa de ser um prot\u00f3tipo: torna-se um sistema constru\u00eddo rapidamente, que \u00e9 exatamente o que pretendemos. O problema nunca foi a velocidade.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42c8767 elementor-widget elementor-widget-heading\" data-id=\"42c8767\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">O custo \u00e9 pago no terceiro trimestre.\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b7c8d7 elementor-widget elementor-widget-text-editor\" data-id=\"8b7c8d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">O padr\u00e3o que observamos nas auditorias \u00e9 sempre o mesmo. Uma pequena equipe constr\u00f3i em tr\u00eas semanas o que levaria tr\u00eas meses. A ger\u00eancia conclui, com raz\u00e3o, que o desenvolvimento ficou mais barato. Mais iniciativas s\u00e3o aprovadas usando os mesmos crit\u00e9rios.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Seis meses depois, cada altera\u00e7\u00e3o demora mais que a anterior, ningu\u00e9m quer mexer em dois m\u00f3dulos espec\u00edficos e as estimativas j\u00e1 n\u00e3o s\u00e3o confi\u00e1veis. Este \u00e9 o quadro cl\u00ednico da d\u00edvida t\u00e9cnica, e j\u00e1 o discutimos em detalhes em <\/span><a href=\"https:\/\/thecloud.group\/pt\/gargalo-da-arquitetura-de-software\/\"><span style=\"font-weight: 400;\">O gargalo \u00e9, mais uma vez, a arquitetura.<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">O que chama a aten\u00e7\u00e3o \u00e9 que o diagn\u00f3stico raramente aponta para a origem, porque a velocidade inicial era real e todos se lembram dela como um sucesso.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-adaa33d elementor-widget elementor-widget-heading\" data-id=\"adaa33d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">O custo \u00e9 pago no terceiro trimestre.\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9eec449 elementor-widget elementor-widget-text-editor\" data-id=\"9eec449\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">O padr\u00e3o que observamos nas auditorias \u00e9 sempre o mesmo. Uma pequena equipe constr\u00f3i em tr\u00eas semanas o que levaria tr\u00eas meses. A ger\u00eancia conclui, com raz\u00e3o, que o desenvolvimento ficou mais barato. Mais iniciativas s\u00e3o aprovadas usando os mesmos crit\u00e9rios.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Seis meses depois, cada altera\u00e7\u00e3o demora mais que a anterior, ningu\u00e9m quer mexer em dois m\u00f3dulos espec\u00edficos e as estimativas j\u00e1 n\u00e3o s\u00e3o confi\u00e1veis. Este \u00e9 o quadro cl\u00ednico da d\u00edvida t\u00e9cnica, e j\u00e1 o discutimos em detalhes em <\/span><a href=\"https:\/\/thecloud.group\/pt\/gargalo-da-arquitetura-de-software\/\"><span style=\"font-weight: 400;\">O gargalo \u00e9, mais uma vez, a arquitetura.<\/span><\/a><\/p>\n<p><span style=\"font-weight: 400;\">O que chama a aten\u00e7\u00e3o \u00e9 que o diagn\u00f3stico raramente aponta para a origem, porque a velocidade inicial era real e todos se lembram dela como um sucesso.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bc81597 elementor-widget elementor-widget-heading\" data-id=\"bc81597\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Como tirar proveito da velocidade sem herdar o problema\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cbffb23 elementor-widget elementor-widget-text-editor\" data-id=\"cbffb23\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">N\u00e3o \u00e9 preciso escolher entre gerar rapidamente e construir bem. As duas fases devem ser separadas, e voc\u00ea precisa ser expl\u00edcito sobre em qual delas voc\u00ea est\u00e1 no momento.<\/span><\/p>\n<p><b>Fase de explora\u00e7\u00e3o.<\/b><span style=\"font-weight: 400;\"> Gere o que quiser, sem revis\u00e3o minuciosa, com dados falsos e sem se preocupar com a manuten\u00e7\u00e3o. O objetivo \u00e9 aprender.<\/span><\/p>\n<p><b>Ponto de decis\u00e3o.<\/b><span style=\"font-weight: 400;\"> Algu\u00e9m declara que a ideia \u00e9 v\u00e1lida. \u00c9 aqui que se toma a decis\u00e3o que quase ningu\u00e9m toma: <\/span><b>O que foi explorado \u00e9 descartado.<\/b><span style=\"font-weight: 400;\">. O que se preserva \u00e9 o conhecimento, n\u00e3o o c\u00f3digo.<\/span><\/p>\n<p><b>Fase de constru\u00e7\u00e3o.<\/b><span style=\"font-weight: 400;\"> A arquitetura \u00e9 definida, o modelo de dados \u00e9 decidido, os contratos s\u00e3o estabelecidos e, em seguida, utiliza-se a gera\u00e7\u00e3o assistida, agora dentro de uma estrutura definida por uma pessoa.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Descartar o prot\u00f3tipo parece um desperd\u00edcio, mas n\u00e3o \u00e9: o prot\u00f3tipo j\u00e1 cumpriu seu prop\u00f3sito, que era responder a uma pergunta. Preserv\u00e1-lo \u00e9 o que transforma uma ferramenta de explora\u00e7\u00e3o na base de um edif\u00edcio.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Essa separa\u00e7\u00e3o \u00e9 a raz\u00e3o pela qual, na arquitetura TCG-SAF\u2122, a constru\u00e7\u00e3o \u00e9 precededa. N\u00e3o por raz\u00f5es cerimoniais: porque \u00e9 a \u00fanica maneira de aproveitar a velocidade de gera\u00e7\u00e3o sem herdar a desordem.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b38577 elementor-widget elementor-widget-heading\" data-id=\"8b38577\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\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>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0bafad2 e-flex e-con-boxed e-con e-parent\" data-id=\"0bafad2\" 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-255e77a elementor-widget elementor-widget-n-accordion\" data-id=\"255e77a\" 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<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Acorde\u00e3o. Abra os links com Enter ou Espa\u00e7o, feche com Esc e navegue com as setas do teclado.\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3910\" 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-3910\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> O que \u00e9 codifica\u00e7\u00e3o de vibra\u00e7\u00e3o? <\/div><\/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' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/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-3910\" class=\"elementor-element elementor-element-5b9195b e-con-full e-flex e-con e-child\" data-id=\"5b9195b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-128178a elementor-widget elementor-widget-text-editor\" data-id=\"128178a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">\u00c9 a pr\u00e1tica de gerar software descrevendo o que se deseja e aceitando o c\u00f3digo produzido por um modelo sem revis\u00e1-lo minuciosamente. \u00c9 muito eficaz para explorar ideias e construir prot\u00f3tipos, mas problem\u00e1tico quando o resultado \u00e9 implantado em produ\u00e7\u00e3o sem reformula\u00e7\u00e3o.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3911\" 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-3911\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> O c\u00f3digo gerado com o Vibe Coding pode ser implantado em produ\u00e7\u00e3o? <\/div><\/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' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/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-3911\" class=\"elementor-element elementor-element-0fc0d7e e-con-full e-flex e-con e-child\" data-id=\"0fc0d7e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fff5b06 elementor-widget elementor-widget-text-editor\" data-id=\"fff5b06\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Somente se responder a cinco perguntas: algu\u00e9m consegue explicar por que est\u00e1 estruturado dessa forma? Existem testes que detectam regress\u00f5es? Est\u00e1 definido quais dados s\u00e3o acessados e quem pode v\u00ea-los? Existe um registro e um mecanismo para reverter \u00e0s opera\u00e7\u00f5es normais? E existe algu\u00e9m que possa mant\u00ea-lo em funcionamento dentro de um ano?.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3912\" 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-3912\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> O uso de IA piora a qualidade do c\u00f3digo? <\/div><\/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' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/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-3912\" class=\"elementor-element elementor-element-1872c91 e-con-full e-flex e-con e-child\" data-id=\"1872c91\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64a1d1a elementor-widget elementor-widget-text-editor\" data-id=\"64a1d1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Os dados apontam para uma mudan\u00e7a nos padr\u00f5es, em vez de uma piora direta. O GitClear documentou que a refatora\u00e7\u00e3o caiu de aproximadamente 25% de altera\u00e7\u00f5es totais em 2021 para menos de 10% em 2024, e que a duplica\u00e7\u00e3o aumentou oito vezes. A DORA mediu decl\u00ednios na taxa de transfer\u00eancia e na estabilidade em 2024, \u00e0 medida que a ado\u00e7\u00e3o de IA aumentou.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3913\" 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-3913\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quando \u00e9 uma boa ideia usar a codifica\u00e7\u00e3o baseada em vibra\u00e7\u00f5es? <\/div><\/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' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/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-3913\" class=\"elementor-element elementor-element-69dc4e1 e-con-full e-flex e-con e-child\" data-id=\"69dc4e1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-770ee8f elementor-widget elementor-widget-text-editor\" data-id=\"770ee8f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Para validar uma ideia antes de investir, explore alternativas de interface, crie ferramentas internas descart\u00e1veis ou aprenda um novo dom\u00ednio. O ponto em comum \u00e9 que o resultado n\u00e3o precisa ser permanente.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3914\" 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-3914\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> O que fazer com um prot\u00f3tipo funcional que voc\u00ea deseja transformar em um produto? <\/div><\/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' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/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-3914\" class=\"elementor-element elementor-element-394892d e-con-full e-flex e-con e-child\" data-id=\"394892d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6b896dc elementor-widget elementor-widget-text-editor\" data-id=\"6b896dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Separe as fases: preserve o conhecimento e descarte o c\u00f3digo. Em seguida, defina a arquitetura, o modelo de dados e os contratos, e reutilize a gera\u00e7\u00e3o assistida dentro dessa estrutura definida por uma pessoa.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-3915\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-3915\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Por que o problema de codifica\u00e7\u00e3o de vibra\u00e7\u00e3o apareceu meses depois? <\/div><\/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' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/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-3915\" class=\"elementor-element elementor-element-b0eb544 e-con-full e-flex e-con e-child\" data-id=\"b0eb544\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa43162 elementor-widget elementor-widget-text-editor\" data-id=\"aa43162\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Porque a velocidade inicial \u00e9 real e fica na mem\u00f3ria como um sucesso, enquanto o custo se torna aparente quando algo precisa ser alterado: as mudan\u00e7as demoram cada vez mais, h\u00e1 m\u00f3dulos que ningu\u00e9m quer mexer e as estimativas deixam de ser confi\u00e1veis.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-62494f1 elementor-widget elementor-widget-text-editor\" data-id=\"62494f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Voc\u00ea tem algum produto em produ\u00e7\u00e3o que come\u00e7ou como um prot\u00f3tipo?<\/b><span style=\"font-weight: 400;\"> Nossa auditoria t\u00e9cnica informa, em 10 dias \u00fateis e por um pre\u00e7o fixo, o que pode ser mantido, o que precisa ser reestruturado e o que est\u00e1 gerando custos mensais. <\/span><a href=\"https:\/\/thecloud.group\/pt\/consultoria-em-tecnologia\/\"><span style=\"font-weight: 400;\">Solicitar auditoria \u2192<\/span><\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2776e2f e-con-full e-flex e-con e-child\" data-id=\"2776e2f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-313fb2f elementor-widget elementor-widget-image\" data-id=\"313fb2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-32293\" alt=\"Desenvolvimento utilizando codifica\u00e7\u00e3o Vibe e c\u00f3digo gerado com Intelig\u00eancia Artificial.\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d096db elementor-widget elementor-widget-image\" data-id=\"5d096db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Conductor_orchestrating_floating\u2026_202608171556.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-32181\" alt=\"\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Conductor_orchestrating_floating\u2026_202608171556.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Conductor_orchestrating_floating\u2026_202608171556-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Conductor_orchestrating_floating\u2026_202608171556-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Conductor_orchestrating_floating\u2026_202608171556-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Conductor_orchestrating_floating\u2026_202608171556-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f22134d elementor-widget elementor-widget-image\" data-id=\"f22134d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Robot_chatbot_wearing_headset_202608171500.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-32144\" alt=\"Agentes de Intelig\u00eancia Artificial integrados em processos e sistemas de neg\u00f3cios\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Robot_chatbot_wearing_headset_202608171500.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Robot_chatbot_wearing_headset_202608171500-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Robot_chatbot_wearing_headset_202608171500-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Robot_chatbot_wearing_headset_202608171500-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Robot_chatbot_wearing_headset_202608171500-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>No vasto cen\u00e1rio digital do s\u00e9culo XXI, a seguran\u00e7a \u00e9 a pedra angular de qualquer neg\u00f3cio. As vulnerabilidades de ciberseguran\u00e7a n\u00e3o fazem distin\u00e7\u00e3o entre gigantes corporativos e startups promissoras.<\/p>","protected":false},"author":20,"featured_media":32293,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[858],"tags":[896,883],"class_list":["post-32291","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ingenieria-de-software","tag-producto-digital","tag-sistemas-empresariales"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v28.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Vibe coding: c\u00f3digo que parece producto The Cloud Group<\/title>\n<meta name=\"description\" content=\"C\u00f3mo digitalizamos el archivo del Parlamentode Guinea Ecuatorial: alcance, retost\u00e9cnicos, soluci\u00f3n y resultado. Caso real publicado.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thecloud.group\/pt\/codigo-de-codificacao-de-vibracao-que-se-parece-com-um-produto\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Vibe coding: c\u00f3digo que parece producto\" \/>\n<meta property=\"og:description\" content=\"Descubre art\u00edculos sobre desarrollo de software a medida, automatizaci\u00f3n empresarial, inteligencia artificial, ERP, CRM, aplicaciones web y transformaci\u00f3n digital para empresas.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/thecloud.group\/pt\/codigo-de-codificacao-de-vibracao-que-se-parece-com-um-produto\/\" \/>\n<meta property=\"og:site_name\" content=\"The Cloud Group\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/thecloudgroupglobal\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-31T03:23:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Paula Franco\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@thecloudgroup\" \/>\n<meta name=\"twitter:site\" content=\"@thecloudgroup\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Paula Franco\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/\"},\"author\":{\"name\":\"Paula Franco\",\"@id\":\"https:\\\/\\\/thecloud.group\\\/#\\\/schema\\\/person\\\/9292d905a1c98ea7345e5e71a5fe341f\"},\"headline\":\"Vibe coding: c\u00f3digo que parece producto\",\"datePublished\":\"2026-08-31T03:23:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/\"},\"wordCount\":1844,\"publisher\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thecloud.group\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Vibe_coding_creating_product_code_202608262218.jpeg\",\"keywords\":[\"producto digital\",\"sistemas empresariales\"],\"articleSection\":[\"Ingenier\u00eda de Software\"],\"inLanguage\":\"pt-PT\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/\",\"url\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/\",\"name\":\"Vibe coding: c\u00f3digo que parece producto The Cloud Group\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/thecloud.group\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Vibe_coding_creating_product_code_202608262218.jpeg\",\"datePublished\":\"2026-08-31T03:23:31+00:00\",\"description\":\"C\u00f3mo digitalizamos el archivo del Parlamentode Guinea Ecuatorial: alcance, retost\u00e9cnicos, soluci\u00f3n y resultado. Caso real publicado.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/#primaryimage\",\"url\":\"https:\\\/\\\/thecloud.group\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Vibe_coding_creating_product_code_202608262218.jpeg\",\"contentUrl\":\"https:\\\/\\\/thecloud.group\\\/wp-content\\\/uploads\\\/2026\\\/08\\\/Vibe_coding_creating_product_code_202608262218.jpeg\",\"width\":1024,\"height\":1024,\"caption\":\"El vibe coding acelera la creaci\u00f3n de software, pero c\u00f3digo funcional no siempre significa un producto listo para producci\u00f3n.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/thecloud.group\\\/vibe-coding-codigo-que-parece-producto\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/thecloud.group\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Vibe coding: c\u00f3digo que parece producto\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/thecloud.group\\\/#website\",\"url\":\"https:\\\/\\\/thecloud.group\\\/\",\"name\":\"The Cloud Group\",\"description\":\"Empresa especializada en desarrollo de software a medida, automatizaci\u00f3n empresarial e inteligencia artificial para empresas.\",\"publisher\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/#organization\"},\"alternateName\":\"TCG Software\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/thecloud.group\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/thecloud.group\\\/#organization\",\"name\":\"The Cloud Group\",\"alternateName\":\"TCG\",\"url\":\"https:\\\/\\\/thecloud.group\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/thecloud.group\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/thecloud.group\\\/wp-content\\\/uploads\\\/2020\\\/05\\\/logoSmallFirmaCorreo.png\",\"contentUrl\":\"https:\\\/\\\/thecloud.group\\\/wp-content\\\/uploads\\\/2020\\\/05\\\/logoSmallFirmaCorreo.png\",\"width\":300,\"height\":190,\"caption\":\"The Cloud Group\"},\"image\":{\"@id\":\"https:\\\/\\\/thecloud.group\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/thecloudgroupglobal\",\"https:\\\/\\\/x.com\\\/thecloudgroup\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/the-cloud-group\",\"https:\\\/\\\/www.instagram.com\\\/thecloudgroupglobal\",\"https:\\\/\\\/www.youtube.com\\\/@TheCloudGroup\"],\"description\":\"The Cloud Group es una empresa internacional especializada en desarrollo de software a medida, automatizaci\u00f3n empresarial, inteligencia artificial, ERP, CRM, aplicaciones web y m\u00f3viles y transformaci\u00f3n digital. Ayudamos a empresas a optimizar procesos, reducir costos y acelerar su crecimiento mediante soluciones tecnol\u00f3gicas personalizadas.\",\"email\":\"paula.franco@thecloud.group\",\"telephone\":\"3042544988\",\"legalName\":\"THE CLOUD COLOMBIA SAS\",\"vatID\":\"902084280\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/thecloud.group\\\/#\\\/schema\\\/person\\\/9292d905a1c98ea7345e5e71a5fe341f\",\"name\":\"Paula Franco\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8622dc6801e07daa51e09fd706fb55b2bdf9cada1ade4ab996fb3b4549e9214c?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8622dc6801e07daa51e09fd706fb55b2bdf9cada1ade4ab996fb3b4549e9214c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/8622dc6801e07daa51e09fd706fb55b2bdf9cada1ade4ab996fb3b4549e9214c?s=96&d=mm&r=g\",\"caption\":\"Paula Franco\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Codifica\u00e7\u00e3o Vibe: c\u00f3digo que se parece com um produto do The Cloud Group.","description":"Como digitalizamos o arquivo do Parlamento da Guin\u00e9 Equatorial: escopo, desafios t\u00e9cnicos, solu\u00e7\u00e3o e resultado. Caso real publicado.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/thecloud.group\/pt\/codigo-de-codificacao-de-vibracao-que-se-parece-com-um-produto\/","og_locale":"pt_PT","og_type":"article","og_title":"Vibe coding: c\u00f3digo que parece producto","og_description":"Descubre art\u00edculos sobre desarrollo de software a medida, automatizaci\u00f3n empresarial, inteligencia artificial, ERP, CRM, aplicaciones web y transformaci\u00f3n digital para empresas.","og_url":"https:\/\/thecloud.group\/pt\/codigo-de-codificacao-de-vibracao-que-se-parece-com-um-produto\/","og_site_name":"The Cloud Group","article_publisher":"https:\/\/www.facebook.com\/thecloudgroupglobal","article_published_time":"2026-08-31T03:23:31+00:00","og_image":[{"width":1024,"height":1024,"url":"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218.jpeg","type":"image\/jpeg"}],"author":"Paula Franco","twitter_card":"summary_large_image","twitter_creator":"@thecloudgroup","twitter_site":"@thecloudgroup","twitter_misc":{"Escrito por":"Paula Franco","Tempo estimado de leitura":"9 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/#article","isPartOf":{"@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/"},"author":{"name":"Paula Franco","@id":"https:\/\/thecloud.group\/#\/schema\/person\/9292d905a1c98ea7345e5e71a5fe341f"},"headline":"Vibe coding: c\u00f3digo que parece producto","datePublished":"2026-08-31T03:23:31+00:00","mainEntityOfPage":{"@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/"},"wordCount":1844,"publisher":{"@id":"https:\/\/thecloud.group\/#organization"},"image":{"@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/#primaryimage"},"thumbnailUrl":"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218.jpeg","keywords":["producto digital","sistemas empresariales"],"articleSection":["Ingenier\u00eda de Software"],"inLanguage":"pt-PT"},{"@type":"WebPage","@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/","url":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/","name":"Codifica\u00e7\u00e3o Vibe: c\u00f3digo que se parece com um produto do The Cloud Group.","isPartOf":{"@id":"https:\/\/thecloud.group\/#website"},"primaryImageOfPage":{"@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/#primaryimage"},"image":{"@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/#primaryimage"},"thumbnailUrl":"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218.jpeg","datePublished":"2026-08-31T03:23:31+00:00","description":"Como digitalizamos o arquivo do Parlamento da Guin\u00e9 Equatorial: escopo, desafios t\u00e9cnicos, solu\u00e7\u00e3o e resultado. Caso real publicado.","breadcrumb":{"@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/"]}]},{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/#primaryimage","url":"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218.jpeg","contentUrl":"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/08\/Vibe_coding_creating_product_code_202608262218.jpeg","width":1024,"height":1024,"caption":"El vibe coding acelera la creaci\u00f3n de software, pero c\u00f3digo funcional no siempre significa un producto listo para producci\u00f3n."},{"@type":"BreadcrumbList","@id":"https:\/\/thecloud.group\/vibe-coding-codigo-que-parece-producto\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/thecloud.group\/"},{"@type":"ListItem","position":2,"name":"Vibe coding: c\u00f3digo que parece producto"}]},{"@type":"WebSite","@id":"https:\/\/thecloud.group\/#website","url":"https:\/\/thecloud.group\/","name":"O Grupo Cloud","description":"Empresa especializada em desenvolvimento de software personalizado, automa\u00e7\u00e3o de neg\u00f3cios e intelig\u00eancia artificial para empresas.","publisher":{"@id":"https:\/\/thecloud.group\/#organization"},"alternateName":"TCG Software","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/thecloud.group\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-PT"},{"@type":"Organization","@id":"https:\/\/thecloud.group\/#organization","name":"O Grupo Cloud","alternateName":"TCG","url":"https:\/\/thecloud.group\/","logo":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/thecloud.group\/#\/schema\/logo\/image\/","url":"https:\/\/thecloud.group\/wp-content\/uploads\/2020\/05\/logoSmallFirmaCorreo.png","contentUrl":"https:\/\/thecloud.group\/wp-content\/uploads\/2020\/05\/logoSmallFirmaCorreo.png","width":300,"height":190,"caption":"The Cloud Group"},"image":{"@id":"https:\/\/thecloud.group\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/thecloudgroupglobal","https:\/\/x.com\/thecloudgroup","https:\/\/www.linkedin.com\/company\/the-cloud-group","https:\/\/www.instagram.com\/thecloudgroupglobal","https:\/\/www.youtube.com\/@TheCloudGroup"],"description":"A Cloud Group \u00e9 uma empresa internacional especializada em desenvolvimento de software personalizado, automa\u00e7\u00e3o de neg\u00f3cios, intelig\u00eancia artificial, ERP, CRM, aplicativos web e mobile e transforma\u00e7\u00e3o digital. Ajudamos empresas a otimizar processos, reduzir custos e acelerar seu crescimento por meio de solu\u00e7\u00f5es tecnol\u00f3gicas personalizadas.","email":"paula.franco@thecloud.group","telephone":"3042544988","legalName":"THE CLOUD COLOMBIA SAS","vatID":"902084280"},{"@type":"Person","@id":"https:\/\/thecloud.group\/#\/schema\/person\/9292d905a1c98ea7345e5e71a5fe341f","name":"Paula Franco","image":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/secure.gravatar.com\/avatar\/8622dc6801e07daa51e09fd706fb55b2bdf9cada1ade4ab996fb3b4549e9214c?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/8622dc6801e07daa51e09fd706fb55b2bdf9cada1ade4ab996fb3b4549e9214c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8622dc6801e07daa51e09fd706fb55b2bdf9cada1ade4ab996fb3b4549e9214c?s=96&d=mm&r=g","caption":"Paula Franco"}}]}},"_links":{"self":[{"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/posts\/32291","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/comments?post=32291"}],"version-history":[{"count":5,"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/posts\/32291\/revisions"}],"predecessor-version":[{"id":32297,"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/posts\/32291\/revisions\/32297"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/media\/32293"}],"wp:attachment":[{"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/media?parent=32291"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/categories?post=32291"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/thecloud.group\/pt\/wp-json\/wp\/v2\/tags?post=32291"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}