{"id":202,"date":"2025-05-20T19:53:07","date_gmt":"2025-05-20T23:53:07","guid":{"rendered":"https:\/\/businessphysics.ai\/?p=202"},"modified":"2025-05-20T19:53:08","modified_gmt":"2025-05-20T23:53:08","slug":"rethinking-education-in-the-age-of-ai-what-and-how-we-teach","status":"publish","type":"post","link":"https:\/\/businessphysics.ai\/pt\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/","title":{"rendered":"Repensando a educa\u00e7\u00e3o na era da IA: o que e como ensinamos"},"content":{"rendered":"
\n

Nota do editor:<\/strong> Este artigo \u00e9 baseado em uma entrevista com St\u00e9phane Paquet, l\u00edder do projeto de IA na Champlain College Saint-Lambert e coordenador do certificado de IA. As respostas foram resumidas para maior clareza e brevidade e s\u00e3o n\u00e3o s\u00e3o reprodu\u00e7\u00f5es palavra por palavra<\/strong> da conversa original. As ideias refletem a perspectiva do locutor no momento da entrevista.<\/p>\n<\/blockquote>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Pergunta:<\/h3>\n\n\n\n

A educa\u00e7\u00e3o e o setor est\u00e3o intimamente ligados - de fato, muito do que aprendemos na faculdade \u00e9 moldado pelas necessidades do setor.<\/p>\n\n\n\n

Por exemplo, em meu programa de Tecnologia de Ci\u00eancia da Computa\u00e7\u00e3o, nos concentramos muito em Java porque ele \u00e9 muito procurado no mercado de trabalho.<\/p>\n\n\n\n

Como os pr\u00f3prios setores est\u00e3o sendo remodelados pela IA, como voc\u00ea acha que o sistema educacional deve - ou vai - se adaptar para acompanhar essas mudan\u00e7as? Devemos esperar mudan\u00e7as n\u00e3o apenas no que ensinamos, mas tamb\u00e9m em como ensinamos?<\/p>\n\n\n\n

Resposta:<\/h3>\n\n\n\n

Essa \u00e9 uma pergunta muito importante.<\/p>\n\n\n\n

Toda vez que surge uma nova ferramenta, como a Internet ou os computadores pessoais, espero que a educa\u00e7\u00e3o mude drasticamente. Mas, atualmente, nossas salas de aula ainda t\u00eam a mesma apar\u00eancia: um quadro, carteiras e um professor na frente.<\/p>\n\n\n\n

O sistema educacional \u00e9 lento para mudar. Um dos principais motivos? Escalabilidade. Estrat\u00e9gias de ensino inovadoras que se alinham melhor com as ferramentas modernas s\u00e3o dif\u00edceis de aplicar em uma classe de 40 alunos. Os professores podem querer inovar, mas nem sempre t\u00eam tempo, estrutura ou recursos para isso.<\/p>\n\n\n\n

A IA como uma oportunidade - se permitirmos<\/h3>\n\n\n\n

A revolu\u00e7\u00e3o da IA pode ser um ponto de virada.<\/p>\n\n\n\n

Os alunos agora t\u00eam ferramentas que podem gerar reda\u00e7\u00f5es e c\u00f3digos. Ent\u00e3o, talvez seja hora de parar de dar toda a \u00eanfase ao produto final<\/strong> e, em vez disso concentre-se no pensamento que leva a isso.<\/strong><\/p>\n\n\n\n

Devemos incentivar:<\/p>\n\n\n\n

- Reflex\u00e3o antes da produ\u00e7\u00e3o<\/p>\n\n\n\n

- Pensamento vis\u00edvel (perguntas, erros, revis\u00f5es)<\/p>\n\n\n\n

- Loops de feedback (de colegas, professores e ferramentas de IA)<\/p>\n\n\n\n

Essa mudan\u00e7a significa valorizar a bagun\u00e7a do aprendizado em vez da perfei\u00e7\u00e3o polida.<\/p>\n\n\n\n

Mas h\u00e1 um problema: tempo e press\u00e3o<\/h3>\n\n\n\n

Os alunos n\u00e3o t\u00eam tempo. Eles geralmente trabalham sob press\u00e3o e priorizam a produtividade em detrimento do aprendizado profundo.<\/p>\n\n\n\n

Elas esperam at\u00e9 o \u00faltimo minuto, abrem a agenda, veem o que deve ser feito amanh\u00e3 e simplesmente o fazem. N\u00e3o \u00e9 que eles n\u00e3o se importem. Elas est\u00e3o equilibrando muitos cursos e responsabilidades. A produtividade se torna sobreviv\u00eancia.<\/p>\n\n\n\n

Por que precisamos de um \"ensino lento\"?<\/h3>\n\n\n\n

\u00c9 por isso que os professores devem ajudar os alunos a desacelerar.<\/p>\n\n\n\n

Precisamos faz\u00ea-lo:<\/p>\n\n\n\n

- Dividir os projetos em etapas menores<\/p>\n\n\n\n

- Permitir v\u00e1rios rascunhos e envios<\/p>\n\n\n\n

- Foco em ideias iniciais e imperfeitas<\/p>\n\n\n\n

- Mudar nosso feedback para o processo, n\u00e3o apenas para o produto<\/p>\n\n\n\n

Isso leva tempo. \u00c9 dif\u00edcil. Mas \u00e9 essencial, especialmente agora que as ferramentas de IA podem gerar instantaneamente resultados de apar\u00eancia limpa.<\/p>\n\n\n\n

Ser\u00e1 que isso vai acontecer?<\/h3>\n\n\n\n

Tenho esperan\u00e7a, mas sou realista.<\/p>\n\n\n\n

O sistema ainda enfatiza as notas e o desempenho r\u00e1pido. Ainda ensinamos para testes padronizados, como o exame de conclus\u00e3o de curso de ingl\u00eas, em que os alunos precisam escrever uma reda\u00e7\u00e3o completa em poucas horas. H\u00e1 pouco tempo ou espa\u00e7o para o processo.<\/p>\n\n\n\n

Em cinco anos, talvez eu olhe para tr\u00e1s e veja muito pouca mudan\u00e7a. N\u00e3o porque n\u00e3o nos importamos, mas porque a mudan\u00e7a sist\u00eamica \u00e9 lenta.<\/p>\n\n\n\n

Ainda assim, se come\u00e7armos a valorizar o processo agora, a IA poder\u00e1 nos ajudar a reimaginar o aprendizado para melhor.<\/p>\n\n\n\n

\n

Sobre o especialista:<\/strong> St\u00e9phane Paquet \u00e9 um educador experiente e consultor de IA com mais de 20 anos de experi\u00eancia em ensino. Atualmente, atua como l\u00edder de projeto de IA no Champlain College Saint-Lambert e se concentra em apoiar professores e alunos na integra\u00e7\u00e3o de ferramentas de IA generativas \u00e0 educa\u00e7\u00e3o. Suas \u00e1reas de especializa\u00e7\u00e3o incluem e-learning, design de m\u00eddia educacional e o desenvolvimento de estrat\u00e9gias pedag\u00f3gicas inovadoras.<\/p>\n<\/blockquote>","protected":false},"excerpt":{"rendered":"

Editor\u2019s Note: This article is based on an interview with St\u00e9phane Paquet, AI Project Lead at Champlain College Saint-Lambert and AI Certificate Coordinator. The responses have been summarized for clarity and brevity and are not word-for-word reproductions of the original conversation. The ideas reflect the speaker\u2019s perspective as of the time of the interview. Question: […]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[52,53,54,11],"class_list":["post-202","post","type-post","status-publish","format-standard","hentry","category-ai-article","tag-aiineducation","tag-educationreform","tag-teachinginnovation","tag-understanding-ai"],"yoast_head":"\nRethinking Education in the Age of AI: What and How We Teach - Business Physics AI Lab<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/businessphysics.ai\/pt\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/\" \/>\n<meta property=\"og:locale\" content=\"pt_BR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Rethinking Education in the Age of AI: What and How We Teach - Business Physics AI Lab\" \/>\n<meta property=\"og:description\" content=\"Editor\u2019s Note: This article is based on an interview with St\u00e9phane Paquet, AI Project Lead at Champlain College Saint-Lambert and AI Certificate Coordinator. The responses have been summarized for clarity and brevity and are not word-for-word reproductions of the original conversation. The ideas reflect the speaker\u2019s perspective as of the time of the interview. Question: […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/businessphysics.ai\/pt\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/\" \/>\n<meta property=\"og:site_name\" content=\"Business Physics AI Lab\" \/>\n<meta property=\"article:published_time\" content=\"2025-05-20T23:53:07+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-20T23:53:08+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/05\/steve-johnson-WhAQMsdRKMI-unsplash-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1440\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Hichem Benzair\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Hichem Benzair\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. tempo de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/\"},\"author\":{\"name\":\"Hichem Benzair\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/person\\\/3f462f79c4b4d3b3d4fda03f03263bbc\"},\"headline\":\"Rethinking Education in the Age of AI: What and How We Teach\",\"datePublished\":\"2025-05-20T23:53:07+00:00\",\"dateModified\":\"2025-05-20T23:53:08+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/\"},\"wordCount\":597,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/steve-johnson-WhAQMsdRKMI-unsplash-1024x576.jpg\",\"keywords\":[\"#AIinEducation\",\"#EducationReform\",\"#TeachingInnovation\",\"Understanding AI\"],\"articleSection\":[\"AI Article\"],\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/\",\"name\":\"Rethinking Education in the Age of AI: What and How We Teach - Business Physics AI Lab\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/steve-johnson-WhAQMsdRKMI-unsplash-1024x576.jpg\",\"datePublished\":\"2025-05-20T23:53:07+00:00\",\"dateModified\":\"2025-05-20T23:53:08+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/#breadcrumb\"},\"inLanguage\":\"pt-BR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/#primaryimage\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/steve-johnson-WhAQMsdRKMI-unsplash-1024x576.jpg\",\"contentUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/steve-johnson-WhAQMsdRKMI-unsplash-1024x576.jpg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/businessphysics.ai\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Rethinking Education in the Age of AI: What and How We Teach\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#website\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/\",\"name\":\"Business Physics AI Lab\",\"description\":\"About the Founder: Professor Thomas Hormaza Dow fosters an environment where research meets application, and where interns, researchers, and industry leaders collaborate to unlock new frontiers.\",\"publisher\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/businessphysics.ai\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-BR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#organization\",\"name\":\"Business Physics AI Lab\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/business-physics-logo-large-720.jpg\",\"contentUrl\":\"https:\\\/\\\/businessphysics.ai\\\/wp-content\\\/uploads\\\/2025\\\/01\\\/business-physics-logo-large-720.jpg\",\"width\":720,\"height\":720,\"caption\":\"Business Physics AI Lab\"},\"image\":{\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/businessphysics.ai\\\/#\\\/schema\\\/person\\\/3f462f79c4b4d3b3d4fda03f03263bbc\",\"name\":\"Hichem Benzair\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-BR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g\",\"caption\":\"Hichem Benzair\"},\"url\":\"https:\\\/\\\/businessphysics.ai\\\/pt\\\/author\\\/hichem-benzair\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Rethinking Education in the Age of AI: What and How We Teach - Business Physics AI Lab","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:\/\/businessphysics.ai\/pt\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/","og_locale":"pt_BR","og_type":"article","og_title":"Rethinking Education in the Age of AI: What and How We Teach - Business Physics AI Lab","og_description":"Editor\u2019s Note: This article is based on an interview with St\u00e9phane Paquet, AI Project Lead at Champlain College Saint-Lambert and AI Certificate Coordinator. The responses have been summarized for clarity and brevity and are not word-for-word reproductions of the original conversation. The ideas reflect the speaker\u2019s perspective as of the time of the interview. Question: […]","og_url":"https:\/\/businessphysics.ai\/pt\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/","og_site_name":"Business Physics AI Lab","article_published_time":"2025-05-20T23:53:07+00:00","article_modified_time":"2025-05-20T23:53:08+00:00","og_image":[{"width":2560,"height":1440,"url":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/05\/steve-johnson-WhAQMsdRKMI-unsplash-scaled.jpg","type":"image\/jpeg"}],"author":"Hichem Benzair","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Hichem Benzair","Est. tempo de leitura":"3 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/#article","isPartOf":{"@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/"},"author":{"name":"Hichem Benzair","@id":"https:\/\/businessphysics.ai\/#\/schema\/person\/3f462f79c4b4d3b3d4fda03f03263bbc"},"headline":"Rethinking Education in the Age of AI: What and How We Teach","datePublished":"2025-05-20T23:53:07+00:00","dateModified":"2025-05-20T23:53:08+00:00","mainEntityOfPage":{"@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/"},"wordCount":597,"commentCount":0,"publisher":{"@id":"https:\/\/businessphysics.ai\/#organization"},"image":{"@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/#primaryimage"},"thumbnailUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/05\/steve-johnson-WhAQMsdRKMI-unsplash-1024x576.jpg","keywords":["#AIinEducation","#EducationReform","#TeachingInnovation","Understanding AI"],"articleSection":["AI Article"],"inLanguage":"pt-BR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/","url":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/","name":"Rethinking Education in the Age of AI: What and How We Teach - Business Physics AI Lab","isPartOf":{"@id":"https:\/\/businessphysics.ai\/#website"},"primaryImageOfPage":{"@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/#primaryimage"},"image":{"@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/#primaryimage"},"thumbnailUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/05\/steve-johnson-WhAQMsdRKMI-unsplash-1024x576.jpg","datePublished":"2025-05-20T23:53:07+00:00","dateModified":"2025-05-20T23:53:08+00:00","breadcrumb":{"@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/#breadcrumb"},"inLanguage":"pt-BR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/"]}]},{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/#primaryimage","url":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/05\/steve-johnson-WhAQMsdRKMI-unsplash-1024x576.jpg","contentUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/05\/steve-johnson-WhAQMsdRKMI-unsplash-1024x576.jpg"},{"@type":"BreadcrumbList","@id":"https:\/\/businessphysics.ai\/rethinking-education-in-the-age-of-ai-what-and-how-we-teach\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/businessphysics.ai\/"},{"@type":"ListItem","position":2,"name":"Rethinking Education in the Age of AI: What and How We Teach"}]},{"@type":"WebSite","@id":"https:\/\/businessphysics.ai\/#website","url":"https:\/\/businessphysics.ai\/","name":"Laborat\u00f3rio de IA para F\u00edsica Empresarial","description":"Sobre o fundador: O professor Thomas Hormaza Dow promove um ambiente onde a pesquisa encontra a aplica\u00e7\u00e3o e onde estagi\u00e1rios, pesquisadores e l\u00edderes do setor colaboram para desvendar novas fronteiras.","publisher":{"@id":"https:\/\/businessphysics.ai\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/businessphysics.ai\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-BR"},{"@type":"Organization","@id":"https:\/\/businessphysics.ai\/#organization","name":"Laborat\u00f3rio de IA para F\u00edsica Empresarial","url":"https:\/\/businessphysics.ai\/","logo":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/businessphysics.ai\/#\/schema\/logo\/image\/","url":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/01\/business-physics-logo-large-720.jpg","contentUrl":"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/01\/business-physics-logo-large-720.jpg","width":720,"height":720,"caption":"Business Physics AI Lab"},"image":{"@id":"https:\/\/businessphysics.ai\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/businessphysics.ai\/#\/schema\/person\/3f462f79c4b4d3b3d4fda03f03263bbc","name":"Hichem Benzair","image":{"@type":"ImageObject","inLanguage":"pt-BR","@id":"https:\/\/secure.gravatar.com\/avatar\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/05dd03546ad6af9acfa51f5450a2e74f167c3259d223e556d2d438634927bf26?s=96&d=mm&r=g","caption":"Hichem Benzair"},"url":"https:\/\/businessphysics.ai\/pt\/author\/hichem-benzair\/"}]}},"_links":{"self":[{"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/posts\/202","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/comments?post=202"}],"version-history":[{"count":1,"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/posts\/202\/revisions"}],"predecessor-version":[{"id":204,"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/posts\/202\/revisions\/204"}],"wp:attachment":[{"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/media?parent=202"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/categories?post=202"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/businessphysics.ai\/pt\/wp-json\/wp\/v2\/tags?post=202"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}