{"id":10936,"date":"2024-03-25T20:13:12","date_gmt":"2024-03-25T20:13:12","guid":{"rendered":"https:\/\/dailyai.com\/?p=10936"},"modified":"2024-03-26T12:02:25","modified_gmt":"2024-03-26T12:02:25","slug":"researchers-propose-methods-for-building-interconnected-collective-ai","status":"publish","type":"post","link":"https:\/\/dailyai.com\/pt\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/","title":{"rendered":"Os investigadores prop\u00f5em m\u00e9todos para construir uma \"IA colectiva\" interligada"},"content":{"rendered":"<p><b>Investigadores da Universidade de Loughborough, do MIT e de Yale introduziram o conceito de \"IA colectiva\".\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Documentar as suas ideias numa perspetiva <a href=\"https:\/\/www.nature.com\/articles\/s42256-024-00800-2\" target=\"_blank\" rel=\"noopener\">papel<\/a> publicado na revista Nature Machine Intelligence, os investigadores prop\u00f5em<\/span><span style=\"font-weight: 400;\"> Shared Experience Lifelong Learning (ShELL) como um quadro para a cria\u00e7\u00e3o de sistemas de IA descentralizados compostos por m\u00faltiplos agentes independentes, ou \"IA colectiva\".<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Funcionando como uma \"mente de colmeia\", estas unidades individuais de IA aprendem e partilham continuamente conhecimentos ao longo das suas vidas, desafiando as arquitecturas monol\u00edticas centralizadas.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Se for desenvolvida, a IA colectiva poder\u00e1 espelhar as capacidades dos \"Borg\" de Star Trek e de muitos outros conceitos de fic\u00e7\u00e3o cient\u00edfica como \"The Get\" de Mass Effect ou \"The Replicators\" de Stargate SG-1.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ao permitir que os agentes aprendam com as suas pr\u00f3prias experi\u00eancias e com o conhecimento partilhado por outros, os sistemas ShELL podem apresentar uma aprendizagem mais r\u00e1pida, um melhor desempenho e uma maior flexibilidade face \u00e0 adversidade - semelhante \u00e0 dos organismos biol\u00f3gicos.\u00a0<\/span><\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\">Os melhores cientistas inform\u00e1ticos de todo o mundo dizem que o futuro da intelig\u00eancia artificial \u00e9 semelhante ao de Star Trek\ud83d\udd96\ud83e\udd16<\/p>\n<p>Dr. <a href=\"https:\/\/twitter.com\/asoltoggio?ref_src=twsrc%5Etfw\">@asoltoggio<\/a> e especialistas como <a href=\"https:\/\/twitter.com\/MIT?ref_src=twsrc%5Etfw\">@MIT<\/a> &amp; <a href=\"https:\/\/twitter.com\/Yale?ref_src=twsrc%5Etfw\">@Yale<\/a> partilham a sua vis\u00e3o da \"IA colectiva\" numa nova <a href=\"https:\/\/twitter.com\/NatMachIntell?ref_src=twsrc%5Etfw\">@NatMachIntell<\/a> papel.<\/p>\n<p>Ler: <a href=\"https:\/\/t.co\/JgKhqvUDmG\">https:\/\/t.co\/JgKhqvUDmG<\/a> <a href=\"https:\/\/t.co\/kd1QAyGxGB\">pic.twitter.com\/kd1QAyGxGB<\/a><\/p>\n<p>- Rela\u00e7\u00f5es P\u00fablicas da Universidade de Loughborough (@LboroPR) <a href=\"https:\/\/twitter.com\/LboroPR\/status\/1771215239612088476?ref_src=twsrc%5Etfw\">22 de mar\u00e7o de 2024<\/a><\/p><\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<p><span style=\"font-weight: 400;\">Dr. Andrea Soltoggio, da Universidade de Loughborough, o principal investigador do estudo, <\/span><a href=\"https:\/\/www.lboro.ac.uk\/news-events\/news\/2024\/march\/collective-artificial-intelligence-soltoggio\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">descreveu a vis\u00e3o do estudo<\/span><\/a><span style=\"font-weight: 400;\">: \"A partilha instant\u00e2nea de conhecimentos atrav\u00e9s de uma rede colectiva de unidades de IA capazes de aprender e adaptar-se continuamente a novos dados permitir\u00e1 respostas r\u00e1pidas a novas situa\u00e7\u00f5es, desafios ou amea\u00e7as.\"\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Soltoggio sublinhou ainda o potencial da IA descentralizada, fazendo uma analogia com o sistema imunit\u00e1rio humano, em que v\u00e1rios componentes trabalham em conjunto para montar uma defesa coordenada contra amea\u00e7as.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\"Poder\u00e1 tamb\u00e9m levar ao desenvolvimento de rob\u00f4s de resposta a cat\u00e1strofes que se adaptem rapidamente \u00e0s condi\u00e7\u00f5es em que s\u00e3o enviados, ou de agentes m\u00e9dicos personalizados que melhorem os resultados em termos de sa\u00fade atrav\u00e9s da fus\u00e3o de conhecimentos m\u00e9dicos de ponta com informa\u00e7\u00f5es espec\u00edficas dos doentes\", explicou Soltoggio.\u00a0<\/span><\/p>\n<p>O estudo menciona v\u00e1rias utiliza\u00e7\u00f5es potenciais no mundo real:<\/p>\n<ol class=\"list-decimal pl-8 space-y-2 -mt-1\">\n<li class=\"whitespace-normal break-words\"><strong>Explora\u00e7\u00e3o espacial<\/strong>: As capacidades descentralizadas de aprendizagem e adapta\u00e7\u00e3o do ShELL poder\u00e3o ser \u00fateis em miss\u00f5es no espa\u00e7o profundo, onde a comunica\u00e7\u00e3o com a Terra \u00e9 limitada e os sistemas aut\u00f3nomos t\u00eam de enfrentar desafios inesperados.<\/li>\n<li class=\"whitespace-normal break-words\"><strong>Medicina personalizada<\/strong>: O ShELL poder\u00e1 alimentar sistemas de IA m\u00e9dica distribu\u00eddos que se adaptem continuamente \u00e0 evolu\u00e7\u00e3o das necessidades dos doentes e dos conhecimentos m\u00e9dicos, permitindo uma presta\u00e7\u00e3o de cuidados de sa\u00fade mais direccionada e eficaz.<\/li>\n<li class=\"whitespace-normal break-words\"><strong>Ciberseguran\u00e7a<\/strong>: A aprendizagem colectiva e a partilha de conhecimentos dos agentes ShELL podem ser aproveitadas para criar sistemas defensivos descentralizados que detectem e divulguem rapidamente informa\u00e7\u00f5es sobre novas amea\u00e7as, permitindo respostas mais r\u00e1pidas e mais robustas aos ciberataques.<\/li>\n<li class=\"whitespace-normal break-words\"><strong>Resposta a cat\u00e1strofes<\/strong>: O documento sugere que os sistemas ShELL poderiam ser utilizados para coordenar agentes aut\u00f3nomos em cen\u00e1rios de cat\u00e1strofe, permitindo esfor\u00e7os de resposta mais eficientes e eficazes, tirando partido da intelig\u00eancia colectiva do grupo.<\/li>\n<li class=\"whitespace-normal break-words\"><strong>Dete\u00e7\u00e3o multiagente<\/strong>: ShELL poderia permitir a coordena\u00e7\u00e3o de enxames de agentes para construir modelos do mundo 3D para tarefas como opera\u00e7\u00f5es de busca e salvamento ou dete\u00e7\u00e3o de anomalias em reconhecimento militar.<\/li>\n<\/ol>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\">Eis uma ideia poss\u00edvel para construir uma democracia de muitas IA, diversidade e resili\u00eancia, em vez de um punhado de grandes entidades que controlam a tecnologia mais poderosa do s\u00e9culo XXI <a href=\"https:\/\/t.co\/Eg7R9X4WEp\">https:\/\/t.co\/Eg7R9X4WEp<\/a> Algu\u00e9m quer?<\/p>\n<p>- Andrea Soltoggio (@asoltoggio) <a href=\"https:\/\/twitter.com\/asoltoggio\/status\/1771307114289336679?ref_src=twsrc%5Etfw\">22 de mar\u00e7o de 2024<\/a><\/p><\/blockquote>\n<p><script src=\"https:\/\/platform.twitter.com\/widgets.js\" async=\"\" charset=\"utf-8\"><\/script><\/p>\n<p><span style=\"font-weight: 400;\">Apesar das utiliza\u00e7\u00f5es promissoras, os investigadores est\u00e3o conscientes dos riscos potenciais dos sistemas colectivos de IA, como a r\u00e1pida dissemina\u00e7\u00e3o de conhecimentos incorrectos, inseguros ou pouco \u00e9ticos entre as unidades.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Para combater esta situa\u00e7\u00e3o, sugerem que se promova a autonomia de cada unidade de IA no seio do coletivo, assegurando um equil\u00edbrio entre coopera\u00e7\u00e3o e independ\u00eancia.\u00a0<\/span><\/p>\n<h2>Criar uma IA colectiva<\/h2>\n<p><span style=\"font-weight: 400;\">Como pode a IA colectiva funcionar? Os investigadores prop\u00f5em v\u00e1rios mecanismos potenciais:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Aprendizagem autom\u00e1tica ao longo da vida<\/b><span style=\"font-weight: 400;\">: Permite que os agentes de IA aprendam v\u00e1rias tarefas de forma incremental sem sofrerem um esquecimento catastr\u00f3fico. As t\u00e9cnicas incluem m\u00e9todos de repeti\u00e7\u00e3o (armazenamento e repeti\u00e7\u00e3o de experi\u00eancias anteriores), regulariza\u00e7\u00e3o (restri\u00e7\u00e3o de actualiza\u00e7\u00f5es de modelos para evitar a substitui\u00e7\u00e3o de conhecimentos antigos) e isolamento de par\u00e2metros (dedica\u00e7\u00e3o de componentes de modelos separados para tarefas diferentes).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Aprendizagem federada:<\/b><span style=\"font-weight: 400;\"> Um paradigma de aprendizagem distribu\u00edda em que v\u00e1rios agentes treinam um modelo de forma colaborativa, mantendo os seus dados localizados. Cada agente calcula as actualiza\u00e7\u00f5es do modelo com base nos seus dados locais e partilha apenas essas actualiza\u00e7\u00f5es com os outros, preservando a privacidade dos dados.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Sistemas multiagentes<\/b><span style=\"font-weight: 400;\">: Estudo de agentes aut\u00f3nomos que interagem num ambiente partilhado. Os agentes ShELL funcionam de forma descentralizada, tomando decis\u00f5es com base nos seus objectivos e conhecimentos individuais.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Computa\u00e7\u00e3o perif\u00e9rica<\/b><span style=\"font-weight: 400;\">: Realiza\u00e7\u00e3o de computa\u00e7\u00e3o e armazenamento de dados perto das fontes de dados, como em dispositivos ou servidores de ponta, em vez de em sistemas de nuvem centralizados. Os agentes ShELL operam em dispositivos de ponta, permitindo um processamento de baixa lat\u00eancia e reduzindo os custos de comunica\u00e7\u00e3o.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">A IA colectiva baseia-se em desenvolvimentos futuristas recentes no dom\u00ednio da IA, tais como <a href=\"https:\/\/dailyai.com\/pt\/2023\/08\/the-evolution-of-bio-inspired-ai-developments-and-future-direction\/\">IA bio-inspirada<\/a> arquitecturas que simulam eficazmente estruturas sin\u00e1pticas anal\u00f3gicas e modelos de IA que funcionam em <a href=\"https:\/\/dailyai.com\/pt\/2023\/12\/researchers-perform-ai-speech-recognition-with-human-brain-cells\/\">c\u00e9lulas cerebrais reais<\/a>.<\/span><\/p>\n<p>O interesse pela pr\u00f3pria IA descentralizada est\u00e1 a crescer, como indica a <a href=\"https:\/\/dailyai.com\/pt\/2024\/03\/stability-ai-ceo-emad-mostaque-steps-down-from-his-role-and-company-board\/\">demiss\u00e3o recente<\/a> do CEO da Stability AI, Emad Mostaque. Ele saiu para buscar projetos descentralizados que buscam difundir o poder da IA da Big Tech.<\/p>\n<p><span style=\"font-weight: 400;\">Al\u00e9m disso, uma startup, Sakana, fundada por ex-engenheiros da Google, recentemente <\/span><a href=\"https:\/\/dailyai.com\/pt\/2024\/01\/sakana-a-tokyo-based-startup-raises-30-million-for-bio-inspired-swarm-ai\/\"><span style=\"font-weight: 400;\">angariou $30 milh\u00f5es para a IA de \"enxame\"<\/span><\/a>,<span style=\"font-weight: 400;\"> concetualmente semelhante ao que \u00e9 proposto neste novo estudo.\u00a0<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>Investigadores da Universidade de Loughborough, do MIT e de Yale introduziram o conceito de \"IA colectiva\".  Documentando as suas ideias num documento de perspetiva publicado na Nature Machine Intelligence, os investigadores prop\u00f5em a Shared Experience Lifelong Learning (ShELL) como um quadro para a cria\u00e7\u00e3o de sistemas de IA descentralizados compostos por m\u00faltiplos agentes independentes, ou \"IA Colectiva\". Funcionando como uma \"mente de colmeia\", estas unidades individuais de IA aprendem e partilham continuamente conhecimentos ao longo das suas vidas, desafiando as arquitecturas monol\u00edticas centralizadas.  Se for desenvolvida, a IA Colectiva poder\u00e1 espelhar as capacidades dos \"Borg\" de Star Trek e de muitos outros conceitos de fic\u00e7\u00e3o cient\u00edfica como \"The Get\" de Mass Effect ou \"The Replicators\" de Stargate SG-1.<\/p>","protected":false},"author":2,"featured_media":10937,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[350],"class_list":["post-10936","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-bio-inspired-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Researchers propose methods for building interconnected &quot;Collective AI&quot; | DailyAI<\/title>\n<meta name=\"description\" content=\"Researchers from Loughborough University, MIT, and Yale, have introduced the concept of &#039;Collective AI.\u2019\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/pt\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Researchers propose methods for building interconnected &quot;Collective AI&quot; | DailyAI\" \/>\n<meta property=\"og:description\" content=\"Researchers from Loughborough University, MIT, and Yale, have introduced the concept of &#039;Collective AI.\u2019\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/dailyai.com\/pt\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"DailyAI\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-25T20:13:12+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-03-26T12:02:25+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1792\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Sam Jeans\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:site\" content=\"@DailyAIOfficial\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Sam Jeans\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tempo estimado de leitura\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/\"},\"author\":{\"name\":\"Sam Jeans\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\"},\"headline\":\"Researchers propose methods for building interconnected &#8220;Collective AI&#8221;\",\"datePublished\":\"2024-03-25T20:13:12+00:00\",\"dateModified\":\"2024-03-26T12:02:25+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/\"},\"wordCount\":819,\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp\",\"keywords\":[\"Bio-inspired AI\"],\"articleSection\":[\"Industry\"],\"inLanguage\":\"pt-PT\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/\",\"name\":\"Researchers propose methods for building interconnected \\\"Collective AI\\\" | DailyAI\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp\",\"datePublished\":\"2024-03-25T20:13:12+00:00\",\"dateModified\":\"2024-03-26T12:02:25+00:00\",\"description\":\"Researchers from Loughborough University, MIT, and Yale, have introduced the concept of 'Collective AI.\u2019\u00a0\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/#breadcrumb\"},\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/#primaryimage\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2024\\\/03\\\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp\",\"width\":1792,\"height\":1024,\"caption\":\"Decentralized AI\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/2024\\\/03\\\/researchers-propose-methods-for-building-interconnected-collective-ai\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/dailyai.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Researchers propose methods for building interconnected &#8220;Collective AI&#8221;\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#website\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"name\":\"DailyAI\",\"description\":\"Your Daily Dose of AI News\",\"publisher\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/dailyai.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#organization\",\"name\":\"DailyAI\",\"url\":\"https:\\\/\\\/dailyai.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"contentUrl\":\"https:\\\/\\\/dailyai.com\\\/wp-content\\\/uploads\\\/2023\\\/06\\\/Daily-Ai_TL_colour.png\",\"width\":4501,\"height\":934,\"caption\":\"DailyAI\"},\"image\":{\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/DailyAIOfficial\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/dailyaiofficial\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@DailyAIOfficial\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/dailyai.com\\\/#\\\/schema\\\/person\\\/711e81f945549438e8bbc579efdeb3c9\",\"name\":\"Sam Jeans\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g\",\"caption\":\"Sam Jeans\"},\"description\":\"Sam is a science and technology writer who has worked in various AI startups. When he\u2019s not writing, he can be found reading medical journals or digging through boxes of vinyl records.\",\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/in\\\/sam-jeans-6746b9142\\\/\"],\"url\":\"https:\\\/\\\/dailyai.com\\\/pt\\\/author\\\/samjeans\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Investigadores prop\u00f5em m\u00e9todos para construir uma \"IA colectiva\" interligada | DailyAI","description":"Investigadores da Universidade de Loughborough, do MIT e de Yale introduziram o conceito de \"IA colectiva\".\u00a0","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:\/\/dailyai.com\/pt\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/","og_locale":"pt_PT","og_type":"article","og_title":"Researchers propose methods for building interconnected \"Collective AI\" | DailyAI","og_description":"Researchers from Loughborough University, MIT, and Yale, have introduced the concept of 'Collective AI.\u2019\u00a0","og_url":"https:\/\/dailyai.com\/pt\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/","og_site_name":"DailyAI","article_published_time":"2024-03-25T20:13:12+00:00","article_modified_time":"2024-03-26T12:02:25+00:00","og_image":[{"width":1792,"height":1024,"url":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp","type":"image\/webp"}],"author":"Sam Jeans","twitter_card":"summary_large_image","twitter_creator":"@DailyAIOfficial","twitter_site":"@DailyAIOfficial","twitter_misc":{"Escrito por":"Sam Jeans","Tempo estimado de leitura":"4 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/#article","isPartOf":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/"},"author":{"name":"Sam Jeans","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9"},"headline":"Researchers propose methods for building interconnected &#8220;Collective AI&#8221;","datePublished":"2024-03-25T20:13:12+00:00","dateModified":"2024-03-26T12:02:25+00:00","mainEntityOfPage":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/"},"wordCount":819,"publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"image":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp","keywords":["Bio-inspired AI"],"articleSection":["Industry"],"inLanguage":"pt-PT"},{"@type":"WebPage","@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/","url":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/","name":"Investigadores prop\u00f5em m\u00e9todos para construir uma \"IA colectiva\" interligada | DailyAI","isPartOf":{"@id":"https:\/\/dailyai.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/#primaryimage"},"image":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp","datePublished":"2024-03-25T20:13:12+00:00","dateModified":"2024-03-26T12:02:25+00:00","description":"Investigadores da Universidade de Loughborough, do MIT e de Yale introduziram o conceito de \"IA colectiva\".\u00a0","breadcrumb":{"@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/#breadcrumb"},"inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/"]}]},{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/#primaryimage","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/03\/DALL\u00b7E-2024-03-25-20.07.07-Visualize-an-advanced-digital-network-symbolizing-Collective-AI.-Imagine-interconnected-nodes-and-data-streams-flowing-seamlessly-across-a-vast-netw.webp","width":1792,"height":1024,"caption":"Decentralized AI"},{"@type":"BreadcrumbList","@id":"https:\/\/dailyai.com\/2024\/03\/researchers-propose-methods-for-building-interconnected-collective-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/dailyai.com\/"},{"@type":"ListItem","position":2,"name":"Researchers propose methods for building interconnected &#8220;Collective AI&#8221;"}]},{"@type":"WebSite","@id":"https:\/\/dailyai.com\/#website","url":"https:\/\/dailyai.com\/","name":"DailyAI","description":"A sua dose di\u00e1ria de not\u00edcias sobre IA","publisher":{"@id":"https:\/\/dailyai.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/dailyai.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pt-PT"},{"@type":"Organization","@id":"https:\/\/dailyai.com\/#organization","name":"DailyAI","url":"https:\/\/dailyai.com\/","logo":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/","url":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","contentUrl":"https:\/\/dailyai.com\/wp-content\/uploads\/2023\/06\/Daily-Ai_TL_colour.png","width":4501,"height":934,"caption":"DailyAI"},"image":{"@id":"https:\/\/dailyai.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/DailyAIOfficial","https:\/\/www.linkedin.com\/company\/dailyaiofficial\/","https:\/\/www.youtube.com\/@DailyAIOfficial"]},{"@type":"Person","@id":"https:\/\/dailyai.com\/#\/schema\/person\/711e81f945549438e8bbc579efdeb3c9","name":"Cal\u00e7as de ganga Sam","image":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/a24a4a8f8e2a1a275b7491dc9c9f032c401eabf23c3206da4628dc84b6dac5c8?s=96&d=robohash&r=g","caption":"Sam Jeans"},"description":"Sam \u00e9 um escritor de ci\u00eancia e tecnologia que trabalhou em v\u00e1rias startups de IA. Quando n\u00e3o est\u00e1 a escrever, pode ser encontrado a ler revistas m\u00e9dicas ou a vasculhar caixas de discos de vinil.","sameAs":["https:\/\/www.linkedin.com\/in\/sam-jeans-6746b9142\/"],"url":"https:\/\/dailyai.com\/pt\/author\/samjeans\/"}]}},"_links":{"self":[{"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/posts\/10936","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/comments?post=10936"}],"version-history":[{"count":15,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/posts\/10936\/revisions"}],"predecessor-version":[{"id":10958,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/posts\/10936\/revisions\/10958"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/media\/10937"}],"wp:attachment":[{"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/media?parent=10936"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/categories?post=10936"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dailyai.com\/pt\/wp-json\/wp\/v2\/tags?post=10936"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}