{"id":13317,"date":"2024-11-16T21:39:57","date_gmt":"2024-11-17T02:39:57","guid":{"rendered":"http:\/\/skimai.com\/?p=13317"},"modified":"2024-11-16T21:39:57","modified_gmt":"2024-11-17T02:39:57","slug":"para-alem-da-nuvem-unica-a-empresa-de-ia-licoes-do-problema-de-computacao-openai","status":"publish","type":"post","link":"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/","title":{"rendered":"Para al\u00e9m da IA de nuvem \u00fanica: Li\u00e7\u00f5es empresariais do problema de computa\u00e7\u00e3o da OpenAI"},"content":{"rendered":"<p>Os recentes desenvolvimentos na OpenAI causaram impacto no sector da IA, com o CEO <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/pt\/10-citacoes-sobre-ia-generativa-do-diretor-executivo-da-openai-sam-altman\/\">Sam Altman<\/a> decidindo <a rel=\"noopener noreferrer\" href=\"https:\/\/www.theinformation.com\/articles\/openai-eases-away-from-microsoft-data-centers\">olhar para al\u00e9m da Microsoft<\/a> para poder de computa\u00e7\u00e3o, destacando um desafio cr\u00edtico enfrentado pelas organiza\u00e7\u00f5es que implementam a IA: escalabilidade da infraestrutura. Esta mudan\u00e7a estrat\u00e9gica oferece li\u00e7\u00f5es valiosas para as empresas que navegam na sua pr\u00f3pria jornada de IA.<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u00cdndice<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Alternar o \u00edndice\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Alternar<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#The_Computing_Power_Crisis\" >A crise da pot\u00eancia inform\u00e1tica<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Why_Even_Tech_Giants_Struggle\" >Porque \u00e9 que at\u00e9 os gigantes da tecnologia t\u00eam dificuldades<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Strategic_Infrastructure_Decisions\" >Decis\u00f5es estrat\u00e9gicas em mat\u00e9ria de infra-estruturas<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Assessment_of_Current_Capabilities\" >Avalia\u00e7\u00e3o das capacidades actuais<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Multi-Vendor_Strategy_Considerations\" >Considera\u00e7\u00f5es sobre a estrat\u00e9gia de v\u00e1rios fornecedores<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Hybrid_Infrastructure_Planning\" >Planeamento de infra-estruturas h\u00edbridas<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Future-Proofing_Enterprise_AI\" >IA empresarial \u00e0 prova de futuro<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Action_Steps_for_Organizations\" >Passos de a\u00e7\u00e3o para as organiza\u00e7\u00f5es<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Assessment_Framework\" >Quadro de avalia\u00e7\u00e3o<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Implementation_Strategy\" >Estrat\u00e9gia de implementa\u00e7\u00e3o<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#Risk_Mitigation\" >Mitiga\u00e7\u00e3o de riscos<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skimai.com\/pt\/beyond-single-cloud-ai-enterprise-lessons-from-openai-computing-problem\/#The_Bottom_Line\" >A linha de fundo<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Computing_Power_Crisis\"><\/span>A crise da pot\u00eancia inform\u00e1tica<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>O cen\u00e1rio da IA est\u00e1 a enfrentar exig\u00eancias sem precedentes na infraestrutura inform\u00e1tica. A iniciativa da OpenAI de explorar parcerias para al\u00e9m da Microsoft n\u00e3o \u00e9 apenas uma decis\u00e3o comercial - \u00e9 uma resposta a um desafio fundamental que as organiza\u00e7\u00f5es de todas as dimens\u00f5es t\u00eam de resolver.<\/p>\n\n\n<p>Para p\u00f4r isto em perspetiva, o treino de modelos avan\u00e7ados de IA requer recursos inform\u00e1ticos maci\u00e7os:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>Uma \u00fanica execu\u00e7\u00e3o de treino de um modelo lingu\u00edstico de grandes dimens\u00f5es pode consumir o poder de computa\u00e7\u00e3o equivalente a milhares de GPUs topo de gama<\/p><\/li><li><p>As empresas podem ter de atualizar a sua infraestrutura v\u00e1rias vezes ao longo do processo de desenvolvimento<\/p><\/li><li><p>O acesso aos recursos inform\u00e1ticos torna-se frequentemente o principal obst\u00e1culo nos projectos de IA<\/p><\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_Even_Tech_Giants_Struggle\"><\/span>Porque \u00e9 que at\u00e9 os gigantes da tecnologia t\u00eam dificuldades<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Quando uma empresa como a OpenAI, apoiada pelos vastos recursos da Microsoft, enfrenta restri\u00e7\u00f5es inform\u00e1ticas, levanta quest\u00f5es importantes para as empresas que est\u00e3o a desenvolver as suas capacidades de IA. O desafio n\u00e3o se prende apenas com o acesso aos recursos - prende-se com a efici\u00eancia e a escalabilidade de toda a pilha de infra-estruturas.<\/p>\n\n\n<p>Os principais factores que conduzem a esta situa\u00e7\u00e3o incluem:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>Crescimento exponencial das dimens\u00f5es dos modelos<\/p><\/li><li><p>Aumento da complexidade das aplica\u00e7\u00f5es de IA<\/p><\/li><li><p>Concorr\u00eancia para o fornecimento limitado de pastilhas<\/p><\/li><li><p>Preocupa\u00e7\u00f5es com o consumo de energia<\/p><\/li>\n<\/ul>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/10\/f6cadb46-6371-4882-942f-e9986e7bf4b3.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategic_Infrastructure_Decisions\"><\/span>Decis\u00f5es estrat\u00e9gicas em mat\u00e9ria de infra-estruturas<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>As organiza\u00e7\u00f5es devem adotar uma abordagem estrat\u00e9gica \u00e0 sua infraestrutura de IA, equilibrando as necessidades imediatas de pot\u00eancia de computa\u00e7\u00e3o com a escalabilidade a longo prazo. O processo requer uma considera\u00e7\u00e3o cuidadosa de v\u00e1rios factores que acabar\u00e3o por moldar as capacidades de IA de uma organiza\u00e7\u00e3o.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Assessment_of_Current_Capabilities\"><\/span>Avalia\u00e7\u00e3o das capacidades actuais <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Antes de tomar decis\u00f5es sobre infra-estruturas, as empresas precisam de avaliar os recursos inform\u00e1ticos existentes e os requisitos futuros. Essa etapa inicial ajuda a identificar poss\u00edveis gargalos e \u00e1reas de melhoria. As organiza\u00e7\u00f5es devem se concentrar em entender suas cargas de trabalho atuais, o crescimento projetado e os requisitos espec\u00edficos do modelo de IA.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Multi-Vendor_Strategy_Considerations\"><\/span>Considera\u00e7\u00f5es sobre a estrat\u00e9gia de v\u00e1rios fornecedores <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Seguindo o exemplo da OpenAI, as empresas devem avaliar os benef\u00edcios de uma abordagem multifornecedor. Esta estrat\u00e9gia pode proporcionar v\u00e1rias vantagens importantes:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>Redu\u00e7\u00e3o da depend\u00eancia de fornecedores \u00fanicos<\/p><\/li><li><p>Oportunidades de otimiza\u00e7\u00e3o de custos melhoradas<\/p><\/li><li><p>Melhoria da disponibilidade de recursos<\/p><\/li><li><p>Posi\u00e7\u00e3o negocial mais forte<\/p><\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Hybrid_Infrastructure_Planning\"><\/span>Planeamento de infra-estruturas h\u00edbridas <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>O futuro da <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/pt\/10-estatisticas-de-ia-empresarial-a-conhecer-em-2024\/\">IA empresarial<\/a> A infraestrutura aponta cada vez mais para modelos h\u00edbridos. Estas solu\u00e7\u00f5es combinam normalmente:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>Recursos de nuvem para escalabilidade e flexibilidade<\/p><\/li><li><p>Computa\u00e7\u00e3o no local para cargas de trabalho sens\u00edveis<\/p><\/li><li><p>Computa\u00e7\u00e3o perif\u00e9rica para aplica\u00e7\u00f5es cr\u00edticas em termos de lat\u00eancia<\/p><\/li>\n<\/ul>\n\n\n<p>Ao implementar estas estrat\u00e9gias, as organiza\u00e7\u00f5es devem avaliar cuidadosamente as suas necessidades espec\u00edficas, tendo em conta factores como os requisitos de seguran\u00e7a dos dados, as exig\u00eancias de desempenho e as estruturas de custos gerais. O objetivo \u00e9 criar uma infraestrutura flex\u00edvel que possa adaptar-se \u00e0s exig\u00eancias de computa\u00e7\u00e3o de IA em constante mudan\u00e7a, mantendo a efici\u00eancia operacional.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/10\/82e00ff4-3672-46eb-8651-b32e68c66902.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Future-Proofing_Enterprise_AI\"><\/span>IA empresarial \u00e0 prova de futuro<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u00c0 medida que as organiza\u00e7\u00f5es escalam as suas capacidades de IA, a infraestrutura \u00e0 prova de futuro torna-se cr\u00edtica para o sucesso a longo prazo. Os desafios enfrentados pela computa\u00e7\u00e3o OpenAI demonstram que mesmo as empresas na vanguarda do desenvolvimento da IA devem atualizar constantemente a sua estrat\u00e9gia de infraestrutura para satisfazer as exig\u00eancias em evolu\u00e7\u00e3o.<\/p>\n\n\n<p>As aplica\u00e7\u00f5es de IA actuais requerem uma capacidade de computa\u00e7\u00e3o sem precedentes, e esta procura s\u00f3 se intensificar\u00e1. As organiza\u00e7\u00f5es precisam de desenvolver uma infraestrutura escal\u00e1vel que se possa adaptar:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>Aumento da dimens\u00e3o e complexidade dos modelos<\/p><\/li><li><p>Requisitos crescentes de processamento de dados<\/p><\/li><li><p>Expans\u00e3o das aplica\u00e7\u00f5es empresariais<\/p><\/li><li><p>Padr\u00f5es din\u00e2micos de carga de trabalho<\/p><\/li>\n<\/ul>\n\n\n<p>A chave \u00e9 criar flexibilidade na sua estrat\u00e9gia de infraestrutura, mantendo o acesso a recursos inform\u00e1ticos adequados. Isto pode implicar a implementa\u00e7\u00e3o de sistemas modulares que podem ser facilmente actualizados ou expandidos \u00e0 medida que as capacidades de IA da sua organiza\u00e7\u00e3o amadurecem.<\/p>\n\n\n<p>O consumo de energia tamb\u00e9m surgiu como um fator cr\u00edtico no planeamento da infraestrutura de IA. As organiza\u00e7\u00f5es devem considerar:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>Efici\u00eancia energ\u00e9tica dos recursos inform\u00e1ticos<\/p><\/li><li><p>Requisitos do sistema de arrefecimento<\/p><\/li><li><p>Fontes de energia sustent\u00e1veis<\/p><\/li><li><p>Implica\u00e7\u00f5es da pegada de carbono<\/p><\/li>\n<\/ul>\n\n\n<p>As empresas que procuram treinar grandes modelos de IA devem trabalhar em estreita colabora\u00e7\u00e3o com os fornecedores de centros de dados que podem ajudar a otimizar a utiliza\u00e7\u00e3o de energia, mantendo a capacidade de computa\u00e7\u00e3o necess\u00e1ria para as suas aplica\u00e7\u00f5es.<\/p>\n\n\n<p>Os recentes desenvolvimentos do mercado, incluindo o trabalho da OpenAI em chips personalizados, real\u00e7am a import\u00e2ncia da estrat\u00e9gia para os semicondutores. As organiza\u00e7\u00f5es devem:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>Diversificar os fornecedores de hardware<\/p><\/li><li><p>Considerar solu\u00e7\u00f5es personalizadas para cargas de trabalho espec\u00edficas<\/p><\/li><li><p>Manter rela\u00e7\u00f5es com v\u00e1rios fornecedores<\/p><\/li><li><p>Planear eventuais perturba\u00e7\u00f5es na cadeia de abastecimento<\/p><\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Action_Steps_for_Organizations\"><\/span>Passos de a\u00e7\u00e3o para as organiza\u00e7\u00f5es<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>Para implementar e manter com \u00eaxito uma infraestrutura de IA robusta, as organiza\u00e7\u00f5es devem seguir uma abordagem estruturada que se alinhe com os seus objectivos e capacidades empresariais.<\/p>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Assessment_Framework\"><\/span>Quadro de avalia\u00e7\u00e3o <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Comece por avaliar a sua posi\u00e7\u00e3o atual e as suas necessidades futuras:<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p>Auditar os recursos inform\u00e1ticos existentes<\/p><\/li><li><p>Mapear os requisitos do projeto de IA<\/p><\/li><li><p>Analisar as lacunas de compet\u00eancias na sua organiza\u00e7\u00e3o<\/p><\/li><li><p>Avaliar as restri\u00e7\u00f5es or\u00e7amentais e as expectativas de ROI<\/p><\/li>\n<\/ol>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Implementation_Strategy\"><\/span>Estrat\u00e9gia de implementa\u00e7\u00e3o <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Desenvolver uma abordagem faseada para a implanta\u00e7\u00e3o das infra-estruturas:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>Come\u00e7ar com projectos-piloto para testar e validar solu\u00e7\u00f5es<\/p><\/li><li><p>Ampliar gradualmente as implementa\u00e7\u00f5es bem sucedidas<\/p><\/li><li><p>Monitorizar o desempenho e efetuar os ajustamentos necess\u00e1rios<\/p><\/li><li><p>Manter a flexibilidade para futuras actualiza\u00e7\u00f5es<\/p><\/li>\n<\/ul>\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Risk_Mitigation\"><\/span>Mitiga\u00e7\u00e3o de riscos <span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n<p>Proteja os investimentos em IA da sua organiza\u00e7\u00e3o:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>Implementa\u00e7\u00e3o de redund\u00e2ncia em sistemas cr\u00edticos<\/p><\/li><li><p>Desenvolver planos de emerg\u00eancia para interrup\u00e7\u00f5es de servi\u00e7o<\/p><\/li><li><p>Manter uma documenta\u00e7\u00e3o pormenorizada dos processos<\/p><\/li><li><p>Criar procedimentos claros de escalonamento<\/p><\/li><li><p>Estabelecimento de ciclos regulares de revis\u00e3o e atualiza\u00e7\u00e3o<\/p><\/li>\n<\/ul>\n\n\n<p>O caminho a seguir exige que as organiza\u00e7\u00f5es adoptem uma postura proactiva no desenvolvimento da sua infraestrutura de IA. Ao considerar cuidadosamente estes elementos e ao tomar as medidas adequadas para os abordar, as empresas podem construir uma base s\u00f3lida para as suas iniciativas de IA, mantendo-se adapt\u00e1veis a futuros desenvolvimentos neste dom\u00ednio.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Bottom_Line\"><\/span>A linha de fundo<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>Como demonstram as decis\u00f5es de infraestrutura da OpenAI, o futuro da IA empresarial vai al\u00e9m de depender apenas dos gigantes da nuvem. As organiza\u00e7\u00f5es devem, em \u00faltima an\u00e1lise, adotar uma abordagem estrat\u00e9gica para construir e dimensionar a sua infraestrutura de IA, equilibrando cuidadosamente os requisitos de pot\u00eancia de computa\u00e7\u00e3o com considera\u00e7\u00f5es de custo e escalabilidade futura. O sucesso neste espa\u00e7o requer uma estrat\u00e9gia flex\u00edvel e multifacetada que se possa adaptar \u00e0s r\u00e1pidas mudan\u00e7as tecnol\u00f3gicas, mantendo a efici\u00eancia operacional. <\/p>\n\n\n<p>Ao tomar medidas cr\u00edticas hoje para avaliar, implementar e preparar a sua infraestrutura de IA para o futuro, as empresas podem posicionar-se para aproveitar plenamente as capacidades transformadoras da IA, evitando os estrangulamentos que at\u00e9 os l\u00edderes do sector enfrentam. A chave \u00e9 iniciar o processo agora, com um entendimento claro de que a jornada para uma infraestrutura robusta de IA \u00e9 cont\u00ednua e est\u00e1 em evolu\u00e7\u00e3o.<\/p>","protected":false},"excerpt":{"rendered":"<p>Recent developments at OpenAI have sent ripples through the AI industry, with CEO Sam Altman deciding to look beyond Microsoft for computing power highlighting a critical challenge facing organizations implementing AI: infrastructure scalability. This strategic shift offers valuable lessons for enterprises navigating their own AI journey. The Computing Power Crisis The AI landscape is experiencing [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":13389,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,100],"tags":[],"class_list":["post-13317","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-generative-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Beyond Single-Cloud AI: Enterprise Lessons from OpenAI Computing Problem - Skim AI<\/title>\n<meta name=\"description\" content=\"Learn how enterprises can build scalable, future-proof AI infrastructure. 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