{"id":10151,"date":"2024-02-01T02:11:09","date_gmt":"2024-02-01T00:11:09","guid":{"rendered":"https:\/\/toukiela.com\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/"},"modified":"2024-02-01T02:11:20","modified_gmt":"2024-02-01T00:11:20","slug":"utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle","status":"publish","type":"post","link":"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/","title":{"rendered":"Utopia or Revolution? Discover the power of Multi-Agent Systems in Artificial Intelligence!"},"content":{"rendered":"<p><em><\/em><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69f21f3c54c16\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/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><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69f21f3c54c16\"  aria-label=\"Toggle\" \/><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:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Definition_et_fonctionnement_des_systemes_multi-agents\" >Definition and operation of multi-agent systems<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Caracteristiques_des_agents\" >Agent characteristics<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Interaction_entre_les_agents\" >Interaction between agents<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Coordination_et_cooperation_entre_les_agents\" >Coordination and cooperation between agents<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Applications_des_systemes_multi-agents\" >Applications of multi-agent systems<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Applications_et_avantages_potentiels_des_systemes_multi-agents\" >Applications and potential benefits of multi-agent systems<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Applications_des_systemes_multi-agents-2\" >Applications of multi-agent systems<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Gestion_du_trafic_urbain\" >Urban traffic management<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Robotique\" >Robotics<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#E-commerce\" >E-commerce<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Simulation_et_modelisation\" >Simulation and modeling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Securite_et_defense\" >Security and defense<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Limites_et_critiques_des_systemes_multi-agents\" >Limits and criticisms of multi-agent systems<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Complexite_et_difficulte_de_modelisation\" >Complexity and difficulty of modeling<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Probleme_de_coordination_et_demergence\" >Problems of coordination and emergence<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Probleme_de_confiance_et_de_securite\" >Trust and security issues<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Evaluation_et_validation\" >Evaluation and validation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/toukiela.com\/en\/utopie-ou-revolution-decouvrez-la-puissance-des-systemes-multi-agents-dans-lintelligence-artificielle\/#Ethique_et_responsabilite\" >Ethics and responsibility<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Definition_et_fonctionnement_des_systemes_multi-agents\"><\/span>Definition and operation of multi-agent systems<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Multi-agent systems (MAS) are computer systems made up of multiple autonomous entities, called agents, which interact with each other to achieve a common goal. Each agent has its own capabilities, knowledge and objectives, and is capable of making independent decisions.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Caracteristiques_des_agents\"><\/span>Agent characteristics<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Agents in ADMs are characterized by several key attributes:<\/p>\n<ul>\n<li><strong>Autonomy :<\/strong> Each agent has a degree of autonomy and is able to make decisions without external intervention. They are able to perceive their environment, analyze information and choose the best action to take to achieve their objectives.<\/li>\n<p><\/p>\n<li><strong>Proactive :<\/strong> Agents are proactive, i.e. they are able to initiate actions to achieve their goals rather than simply reacting to their environment.<\/li>\n<p><\/p>\n<li><strong>Sociality:<\/strong> Social agents interact with other agents and can cooperate, coordinate or even compete to achieve their common goals.<\/li>\n<p><\/p>\n<li><strong>Ability to learn :<\/strong> Agents can learn from past experience and adapt to their environment by modifying their behavior or knowledge.<\/li>\n<p>\n<\/p><\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Interaction_entre_les_agents\"><\/span>Interaction between agents<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Agents in an ADM interact with each other by exchanging information, messages, knowledge or resources. They can communicate directly or indirectly, synchronously or asynchronously. These interactions make it easier to coordinate agents and achieve common goals more efficiently.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Coordination_et_cooperation_entre_les_agents\"><\/span>Coordination and cooperation between agents<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Coordination and cooperation between agents are essential for the smooth running of an ADM. Different approaches can be used to achieve these goals:<\/p>\n<ul>\n<li><strong>Centralized coordination :<\/strong> One particular agent acts as the central coordinator, controlling all the actions of the other agents.<\/li>\n<p><\/p>\n<li><strong>Decentralized coordination :<\/strong> Each agent makes its own decisions, interacting with other agents only when necessary.<\/li>\n<p><\/p>\n<li><strong>Distributed coordination :<\/strong> Agents are organized into groups or teams, with each group having its own objectives and coordination strategies.<\/li>\n<p><\/p>\n<li><strong>Cooperation :<\/strong> Agents actively collaborate to achieve a common goal, sharing knowledge and resources and complementing each other.<\/li>\n<p>\n<\/p><\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Applications_des_systemes_multi-agents\"><\/span>Applications of multi-agent systems<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Multi-agent systems are used in many fields, such as :<\/p>\n<ul>\n<li><strong>Robotics :<\/strong> SMAs are used to coordinate robots for search and rescue missions, space exploration or industrial production.<\/li>\n<p><\/p>\n<li><strong>Transport and logistics :<\/strong> Intelligent transport systems use ADMs to coordinate traffic, optimize routes and minimize congestion.<\/li>\n<p><\/p>\n<li><strong>Finance :<\/strong> SMAs are used in financial markets for electronic trading, scenario simulation and data analysis.<\/li>\n<p><\/p>\n<li><strong>Health :<\/strong> ADMs are used in healthcare management, treatment planning and patient monitoring.<\/li>\n<p>\n<\/p><\/ul>\n<p>In conclusion, multi-agent systems are a fast-growing field of research, offering numerous possibilities for optimizing and solving complex problems. They enable efficient and flexible coordination between autonomous entities, opening the way to new applications in many fields. The study and use of these systems are essential if we are to meet society's future challenges.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Applications_et_avantages_potentiels_des_systemes_multi-agents\"><\/span>Applications and potential benefits of multi-agent systems<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<figure class=\"wp-block-image size-full\">\n<\/figure>\n<p>Multi-agent systems (MAS) are systems composed of multiple autonomous agents that interact to achieve a common goal. MAS are increasingly used in many fields, offering many potential advantages for solving complex problems. This article explores the different applications of MAS and the advantages they offer.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Applications_des_systemes_multi-agents-2\"><\/span>Applications of multi-agent systems<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Gestion_du_trafic_urbain\"><\/span>Urban traffic management<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>ADMs are used in urban traffic management to optimize traffic flow. Agents can collect real-time information on traffic, weather, accidents and roadworks, and coordinate their actions to minimize congestion and optimize routes.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Robotique\"><\/span>Robotics<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Les SMA sont \u00e9galement appliqu\u00e9s \u00e0 la robotique pour r\u00e9soudre des probl\u00e8mes complexes de mani\u00e8re distribu\u00e9e. Les agents peuvent collaborer pour ex\u00e9cuter des t\u00e2ches telles que l\u2019inspection et la maintenance de structures, l\u2019exploration de terrains inconnus ou la coordination de mouvements dans des environnements dynamiques.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"E-commerce\"><\/span>E-commerce<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Dans le domaine de l\u2019e-commerce, les SMA peuvent \u00eatre utilis\u00e9s pour cr\u00e9er des syst\u00e8mes de recommandation personnalis\u00e9s. Les agents peuvent collecter et analyser les donn\u00e9es utilisateur pour proposer des produits ou des services adapt\u00e9s aux pr\u00e9f\u00e9rences individuelles et am\u00e9liorer ainsi l\u2019exp\u00e9rience de magasinage en ligne.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Simulation_et_modelisation\"><\/span>Simulation and modeling<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Les SMA sont largement utilis\u00e9s dans la simulation et la mod\u00e9lisation de syst\u00e8mes complexes tels que les r\u00e9seaux sociaux, les \u00e9cosyst\u00e8mes, les villes intelligentes, etc. Les agents peuvent interagir les uns avec les autres en fonction de r\u00e8gles sp\u00e9cifiques pour reproduire des ph\u00e9nom\u00e8nes r\u00e9els et \u00e9tudier diff\u00e9rents sc\u00e9narios.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Securite_et_defense\"><\/span>Security and defense<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Les SMA sont \u00e9galement utilis\u00e9s dans le domaine de la s\u00e9curit\u00e9 et de la d\u00e9fense pour surveiller les syst\u00e8mes et d\u00e9tecter les menaces potentielles. Les agents peuvent analyser en temps r\u00e9el les informations provenant de diff\u00e9rentes sources et prendre des d\u00e9cisions rapides et efficaces pour pr\u00e9venir les attaques ou r\u00e9pondre aux situations d\u2019urgence.<\/p>\n<p>En conclusion, les syst\u00e8mes multi-agents offrent un large \u00e9ventail d\u2019applications dans de nombreux domaines et offrent de nombreux avantages potentiels. Leur capacit\u00e9 \u00e0 r\u00e9soudre des probl\u00e8mes complexes, \u00e0 s\u2019adapter \u00e0 des environnements changeants et \u00e0 exploiter l\u2019intelligence collective en font une technologie prometteuse pour l\u2019avenir. En comprenant les applications et les avantages des SMA, nous pouvons exploiter leur potentiel pour cr\u00e9er des solutions innovantes et am\u00e9liorer notre vie quotidienne.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Limites_et_critiques_des_systemes_multi-agents\"><\/span>Limits and criticisms of multi-agent systems<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<figure class=\"wp-block-image size-full\">\n<img width=\"1344\" height=\"768\" src=\"https:\/\/toukiela.com\/wp-content\/uploads\/2024\/02\/1706746269_834_Utopie-ou-Revolution-Decouvrez-la-puissance-des-Systemes-Multi-Agents.png\" class=\"attachment-full size-full\" alt=\"syst\u00e8mes multi agents : la r\u00e9volution de l'intelligence artificielle ou simple utopie ?\" decoding=\"async\"><br>\n<\/figure>\n<p>Les syst\u00e8mes multi-agents sont de puissants outils d\u2019intelligence artificielle qui permettent de simuler et de mod\u00e9liser des interactions complexes entre diff\u00e9rents agents autonomes. Cependant, malgr\u00e9 leurs nombreux avantages, ces syst\u00e8mes ne sont pas exempts de limites et de critiques. Dans cet article, nous examinerons certaines des principales limites et critiques des syst\u00e8mes multi-agents.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Complexite_et_difficulte_de_modelisation\"><\/span>Complexity and difficulty of modeling<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>La mod\u00e9lisation d\u2019un syst\u00e8me multi-agents peut \u00eatre extr\u00eamement complexe, en particulier lorsque le nombre d\u2019agents et d\u2019interactions augmente. La sp\u00e9cification des r\u00e8gles et des comportements de chaque agent peut \u00eatre un d\u00e9fi en soi, et la gestion des interactions et des strat\u00e9gies collectives peut devenir rapidement complexe. Il peut \u00e9galement \u00eatre difficile d\u2019identifier tous les agents pertinents et de repr\u00e9senter correctement leurs relations et leurs comportements dans le mod\u00e8le.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Probleme_de_coordination_et_demergence\"><\/span>Problems of coordination and emergence<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>L\u2019un des d\u00e9fis majeurs des syst\u00e8mes multi-agents est la coordination entre les diff\u00e9rents agents. Chaque agent poursuit ses propres objectifs individuels, ce qui peut entra\u00eener des conflits et des tensions lorsqu\u2019il s\u2019agit de d\u00e9cider des actions \u00e0 entreprendre collectivement. De plus, l\u2019interaction entre les agents peut conduire \u00e0 l\u2019\u00e9mergence de comportements inattendus ou ind\u00e9sirables, rendant difficile la pr\u00e9vision et le contr\u00f4le de ces syst\u00e8mes.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Probleme_de_confiance_et_de_securite\"><\/span>Trust and security issues<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Dans les syst\u00e8mes multi-agents, la confiance mutuelle entre les agents joue un r\u00f4le crucial. Cependant, la confiance entre les agents peut \u00eatre difficile \u00e0 \u00e9tablir, en particulier lorsque les agents sont autonomes et ne peuvent pas \u00eatre compl\u00e8tement contr\u00f4l\u00e9s ou supervis\u00e9s. De plus, la s\u00e9curit\u00e9 des syst\u00e8mes multi-agents peut \u00eatre un probl\u00e8me, car un agent malveillant peut compromettre le fonctionnement global du syst\u00e8me ou exploiter les vuln\u00e9rabilit\u00e9s pour atteindre ses propres objectifs.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Evaluation_et_validation\"><\/span>Evaluation and validation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>L\u2019\u00e9valuation et la validation des syst\u00e8mes multi-agents repr\u00e9sentent un d\u00e9fi important. Il peut \u00eatre difficile de mesurer et de quantifier la performance globale du syst\u00e8me, en particulier lorsque les interactions entre les agents et les effets \u00e9mergents sont pris en compte. De plus, il peut \u00eatre difficile de garantir que le syst\u00e8me fonctionne de mani\u00e8re fiable et coh\u00e9rente dans toutes les situations, ce qui rend difficile la prise de d\u00e9cisions bas\u00e9es sur les r\u00e9sultats obtenus.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Ethique_et_responsabilite\"><\/span>Ethics and responsibility<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Les syst\u00e8mes multi-agents soul\u00e8vent \u00e9galement des questions \u00e9thiques et de responsabilit\u00e9. Lorsque les agents sont autonomes et prennent des d\u00e9cisions ind\u00e9pendamment des humains, il peut \u00eatre difficile de d\u00e9terminer qui est responsable des actions prises par le syst\u00e8me. De plus, les syst\u00e8mes multi-agents peuvent reproduire et amplifier les biais et les in\u00e9galit\u00e9s pr\u00e9sents dans les donn\u00e9es et les comportements humains, ce qui peut avoir des cons\u00e9quences n\u00e9gatives sur la soci\u00e9t\u00e9 et les individus.<\/p>\n<p>Les syst\u00e8mes multi-agents offrent de nombreuses possibilit\u00e9s et avantages, mais ils pr\u00e9sentent \u00e9galement des limites et des critiques importantes. En comprenant et en abordant ces limites, il est possible de d\u00e9velopper des syst\u00e8mes multi-agents plus efficaces, responsables et \u00e9thiques. La recherche continue dans ce domaine est donc essentielle pour surmonter ces d\u00e9fis et exploiter pleinement le potentiel des syst\u00e8mes multi-agents dans divers domaines d\u2019application.<\/p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":10154,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","footnotes":""},"categories":[672],"tags":[],"class_list":["post-10151","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-actualite-ia","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-50"],"_links":{"self":[{"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/posts\/10151","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/comments?post=10151"}],"version-history":[{"count":2,"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/posts\/10151\/revisions"}],"predecessor-version":[{"id":10155,"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/posts\/10151\/revisions\/10155"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/media\/10154"}],"wp:attachment":[{"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/media?parent=10151"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/categories?post=10151"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/toukiela.com\/en\/wp-json\/wp\/v2\/tags?post=10151"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}